{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Resampling Imbalanced Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('creditcard_small.csv')\n",
    "# df = df.loc[df.Class==1, :].append(df.loc[df.Class==0, :].sample(5000))\n",
    "X = df.iloc[:,:-1]\n",
    "y = df.iloc[:,-1].map({1:'Fraud', 0:'No Fraud'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PY/jT57dWycWAxXdJMNUSCyVTSyQeVxs9JG8XEwFi0yxu7LufHsOJH3ImffhM3atx+EkGyUX+lDKA1QWoJXpIioHH/RvoEUEFFg+SiO2NQPMwH68RCaBpM+/xuSvH68fjsxTPhx698L3NRtkRoKYDySrnwzQOAL4eemtbnmRoq1yg1/JBmW06dNwG0MnkWsHmoSGOTtKIe7vYamPpCNNJl48yzbac5e48OsPndey+vHTXpk00xJkQQ0HeDoZbqmUAJu7C4zPckcdmgLHngEIMaDoBZFaALb/GHX+1BLTtIikZLTTKNi/JpZim1uHuAKBlZ+VifA+bj/86AlpoKQ/kU0BgkLv6hn5ADNQJbuUIr9lk53lWT9MIl7Iki3ycFe8t24B8lNc4+iOShdVLclAMQLVYvwelDMNhzcPUXc6FYuS1n4v4HIngQt5E7fNYC6me3aTS3qBXtOvQcQ50MrmWcDSenXFUKQFWJ1Ctskiw1u7E2UxROrXMLKfhJwAIHhOCBvvcWg0haIxNVuoewVHuzA0WFvYpBuDMv9Boh8eAoU8wzXd1jE0TO/fzPYwWYPQH9ERqOkO5wLCS3U/9o1Lga2t9u0pZILsK9D1Ag2318jpWjnItvfcBiWn+rlYB2UMSMtnpacy9Q68ksUDRPTzGmpJCgkZ75Rivb8uv0Xtq28504JM/rl+/YqR+Ydfur6OJukZ1zRAqq5v3NrG2tlX7XAwX0U2sHv6szWxTTIB1nc9urxSY5VZLEb9E2LRSVVGqqrCb9f/+6xWhVAELsRxUKdHhs6PNu/7n4OjfpuuJSp56QXIR2PQZILdK72TpENC0mVlKq2doQBcPMUQEhd14e++pC901JJeAUz+hoVs8QOMaOsWUYGGg9hEcJbEIhVpBJgR4e3ju8BjJwtbI3XfTMHDm5zTchTjJoHMviaCYBo7/gCRjcQI7vkKNIhchMay8x9fnYhThl7XQkCPAdiiBjSShGiH13M0Egvm3+B5tOwFIahHJRYaPslGShNDuQWyE98to4estLvb7KuV4PwYeIullI/Tueu8lwcSmed2AVlOz5+KtYKweoP+B+hAvkw3oumN9N2ospoGJ5zn9Ukp+DzZ+8uwiUA2z0SyOzMWRzJfR6bNjZ7cPDY4PSEjQcV2xFM/h58dWkC+z9bTFGMcnt7Wiu9Fxg1d2aehkcjVQq/zPa7iM25haAU7/nMY7GwECG7RajHHuJktZhq78G0ko4bH6a1eOUVfo3Hv2OVeO8XUSgD0AHPsH7v4b++mRmO006J37GDJyt3IdLUGgbYRt43MRhomkpFHuupPho3yMBODuoOYw+TwNf7XEupXwGNOSpcpwWTZCr8M/SKFcqjT2pSw9nZYtNNRCMCS1eADofZDX276THlNDF3UYWdVCcGXAYue5XK3Avt+jkawUSWiOJpLexPMkC4OVpNNzD89j0vSnrZ+jpiNVeioflEHXtKnekNJkp6e3nhGbOfv7Ukyxu4C7/aw2NeF0Ac+NBpEr0UglckmkCxU8PtIKk2Gdt/a/jXBqJf0+kQBAsaLi2EICXQ12iHVcy6STyYdBtQKETwNLRwGo1AWaN1865bRm3M12GihhALruAtr3MDwVnwaCJ4GhTwIL75z/+tj0+WSSj2oCtbHeu0qtkOQUI8MeO3+dc9pr4RsAKGSAsX8h0SwfpaHtuYcCt91Pokkt83zFJCDLNFbFJM9tstOAlTJabQioEWVC9LwMFmoZDf18XiHJ2pfBhwBI7vSl5FplhWJ2/71M/3UGgG1fot5jMFIPat/FkBVAEq6hUmbqcTrIc8XnGGobfJj3tO8Bht+s7vrrLxc2L39uBmRW3/+1WKmiWFFhTkVgLWcBY/0aVtPF94mkhsV4DtFMCS0ePRttvSBdKF/gWAVSru+6WJ1MPgwi48CZZ+vFfakgQzFtF5m1kYuzwG/xXX4bNn2aYaFTP2MYpX0XQ0QmB3fU9sZ66mkNtTYluRjDQOU8251HJpnh5G7VvCQLDbh/A88Tm2U2UjHNQVMN/XxOIcVwVNde7tbP/JIEZ2/k691tnClidjLcVMkBg4+QvDwdDKVU8pooXqU30XMXSWjHV0h09ka2SQmPMqutkAC672EGm38QOPMMryF8muG1rZ8DzhxmivHmJ+jF+Xq45guhkGD9CEABv5BgPYuzmcWTkXFg51eB/gev9hNf39DStiOZIuZjORQrKtxtzbAkJfqt8v3drFE53xIZFAHDBY7ruHEYbHJiLpo769iGFieUdf456b7th8HqyTqRAAAkQ05rK6OLGdZWxGa0gr0piqSOJmoIyWUaUgiK8d4upqs6/azFULUdeyZUH4ebCbN9yuG/BQ58Czj4HRrlzCpDTzu/QkPqbuW/Gx7hutq2kwTycRr/pmGGnRbeBdKr9Ig6dtPgz73JMFUhCZTT9AykBLb/OnWGSoFE17KVpCgUei4tW+llbXyUXkVkguGn5DzQ+wC9mVyMa+i5i2RocfFc0Unez5Xj9AYWD/KxoU8w5GQ0Mzy3cJBa0vv6hwOwaHHkYkpLU87RC6mUSGRLR6ktLRwETv8LPbFi5np9U64PfL0o+IcxnyiiWFFh9TQh1bwPL45FEcnUs99aPDYEXGenng+3uuF36prJesJgsxP7+xrgshrhtBixs8uL4bb1311B90w+DMSa22a00aCtHT+bDrKeIjrBTKBa6/bJF2kko5N8XttO7uCrJWoTXXfyeCbI3bi7g8ba1UTDOfE8tY9MiEa3oR8InmJYRyh8fUM/z9e0meuYeZU7/d67AbOL3kQmyF3/3f+Oxj0XAU4+rb33KjWFwAagdScHUvkHgcO/AKCRSclIQrX4gP6PMdyVWiSJVCskg1q6b/gMCXT5PWD7F4HoLIXxyAS9JU8nvZlMsN52vpQ9OxU3NstEg1r6r9nBWg9PB4lp7DneYwl6eYUUPSWjnSnSweNazQn4e9M8sPGxq29rs15gcSDa9gBypW4YUcFC1YW5uIKKqiKZKyPgYgjLYzPhE1taMLmaQSxbQmeDHX0Bx7qOw9+OsJqMuKPfj83tHkgp4bHdHGSvk8mHQcsWehuulvqkws59TJd1NDGOP/USDa9Ba/1h89LjUIxAc4k7f7uvnsLZvImCcS5Kj2FtrUN6mcWAM6+x4jwf57nNLnbwLSYACBr9nFarUkwBQnJe++wbwMiXAEjqCvk4Bfb4DHDff6RGIxQaY4eWDrxwiGEvt1aZrlZIUpUiZ7y3bQdKKQrp2TDrThqNPG/jID2AbIRCeXKeHYCNNgrbqydJpLFJhvnMdh7vuRtYOUHdZC05Lx+pE4nNR50mMkkyaRpmVlhigeuefYPvLYx83NcFxNYUMwKs+E/vojidWKDn5e28+AjhmwBGkxnHUk6UKjWPWcKoCNgsZ/8Xb3Ra0OjUW7/cDHBbb67Njk4ml4N8gsKzvYGaR+MAsPXX6CUET9AA13baw59lOm6tL1e1yDqM5CKzpwop1mHEpkgytfPVdIGKZrDPRWq5XihnsjNEtnoS2PZFnjs8RqLofwA48l2GpdQK2614Ohn2mvwVd/D5GHWQQprn8HbT8Nu8NMhmB9cdmQTm3qYHU63wscg415xPsIpfMdWP5yJMRpC5ergpG6bHMaNND1g6wtfu+zow+Cgw/gt6F75eJhG0jpAA5t+i5uIIUAtRNHIInaIXk48xc8vVUv/JJ0ks7jYSX/suZmKNPl2/j5UiP6e4li6cWtEGdNk4IdF3mR2WrwVycd4DtcLruYIssoDTgp3dPhyciaGqSigC2N7lRbNLJw4d1wc6mVwKlQJj7SvHSCb+AQ5xsnm0BoIq02dryKwyXfbc1uilLENQ7jYaCl8vReHsKo2xu6XeAdfewBqJ5FL99QYzYLbR8G37AsV/qxvY+7uAr08Tw4scJLXlM1oblxBTflNBhssa+ukZJOa5y7e66I2oFRLh0GNMs00tk/A87WwrohhJDG3bGLozWuipmOw878mfkUSqZZKof4hGv2UrCWbwEYb2jBaG2KpFegQLB3jc6gUCm1g1b7LQg6mWAHsTNZTBj/Meiwl6eyntvhitbEu/7YskP4CfS9de1pGoVWaD5eIkyXyC1x0ZJ0nNvE4PZtOnNK0lT6K7UWSSWWVCRi3xwuygJnWBWhFUyyRwpd4oVFEE9nT70OmzIZUvw2k1odVjhVFP+dVxnaCTyaUQmWDYpIaV49zB9j+oDTS8yATDnrv52vgsd/Edu5hWOzvFx4PHgc2fYVjqXBgtbGA4/hy1ApuHukQhSSOYWgF2/xaNzMG/Bo79M/WBlm003NmolmFVZnuTjr0MRRkNbNuemNcq0UvUUmwNFPR3/gaJbOolvs/SkfpgK5MNcHczMyo2QyLLJ+nROPzUhioFAAIIn6Rw3rmPBm/lOFN4e+4GZt6g4fb1kVCtbhYdJheA+QPAwH28b7EZeh1tO0iqLVspmmdWSayOAH/SIR5r6D37HgpRr/2x+1ibMvc2s8YaB5jMMPYsSXLhXaB9dz3b7HLzL3Mxrk2tMOHhakNkq6fPzuArZak9ebvOLrDMRvgZJRZIJm0j1OOMVhgVgQ5jGrDmqD0Z7Fe3Jh06rgA6mVwK0anzj0UmaJSdTUxbjU3XH7M30itwtwMjT3GXr5hYSxE6VW/iWMrSWK9toKhWuWsOnwGgMC23oVdrEVKi8ctGqI+sjnKHrpjrczSWDgH3/wdt9x4iIY3+M8/l6WDGlq0BePBPGHJyt9Nwvvk/KEavnmEdS2ADcOTvNK/JAGz7PMNhFc0bSYeYQKBW6Ml07qGXE52gQbX56NlMPs37sXiQ3sVb32DYyWzjc1KLwKnDTF4oZoE7/4CZWktHaVRLWWpPipmhu8YBhsAAkhtAz0pcxs7b28XrXThATSY+y3uWi2ohNO0cgY2XRSQyHULx2I+g5OMwGxWuZ/iJ80ntMlCsVBHNlOCMhWCrqmcXD+ZjgFoGFO17IyWHrdW+l9USSdLRxLUvHuTflTw3AQMfo3eqQ8d1gE4ml8KFhh1ZnNwRKgYW4a0cI6G4WrmTtmmv6bmb4R8o7O67thtwKcM6EyiA3UuvIr0MnHqGIa7pl5my23uv1rX2EKcMNm/WhP0KwzRmOz0URzONamKBWVwDDwNH/4G7bYOJ3kHXfnoIs68zvDTxKxKS1UtjdOpngLedhHPvv9c0lAZ27p19gynL7buAwCKzxIxW6iiedho4CFaxd+5hKMtg4s7fYOSaR54iAdVCM7FpeiW5CBMCqmU+v5BkmrDByGOxKT6vZQuvIR/nPawU6dlcbrt9Rauhqb3eEeA53G1ce/tOvscHIFMoIzF+BKHJWSgCaHZb0exWYVg4oHkRlz8PPpEr4eUzYSwncrjT7ocxeBj9AWe9Z5av9/zvzbl9xgAWaNq8/GxrvclKGd53V+uVjTfQoeNDQieTS6FpE8MPtaZ/RgvDRjWDYW/grrnv/vN3tLUGjQB3+7W5H5UCxfKeeygCr+a1SYN5iuR2PwBBg59eoSF3+Llbd7UCGx5lXYqvC0gsssut2UGxvGs/0LwNSM7RmFtcNN6yCqSXgKYhXo+no06UBgufd/9/onfk7aLnEh3n+6WDDDPVpiGW8ySZ3CrXFDwG7P26NgyszGPLR+nlHPyONsiqBMTngR1f4nOmXiJZhUapUTRv5nOsPq0FTD89rmKK6ytrgn5qhecuZ4DWHayj+aBBV2vh62WK9NIRoGLiZ9d1J6+/llzxATi9koIpHEKpyqyp+VgOZqMCfyGpkeXlk8l4KI3ZKLP2ZtCBgbadWE2No8dqAhq6mZVXKfIzkCp7qFnd549Xtvp4bG2TS6DeweBKyCQdJGEJhZ2onZfRwVqHDuhkcmm4WjgrJDFPQ+FppyE+Fx9khGoNEFfP0CC3jvA/eE1kL2a4Q597iyETTzvg6WK2mMlGQ5cJkZDSy3z+ji8Ds29xRG4hTV3A1crQVj5Oj8M/QNHc7KQuYG9i6GPmNWaWGS0UpitFGtjmYXpa3g6+V2yWRi14HBj5Mr2U3vu01OQ+GrfhJziZ0WwH3M0ko0KCcpK3i8bJYKU+lA4y5bhtGzA2Q5KLTZNgN3+WHlo5y2sqZRjasnkZPlo+ytCbp533rMZILKwAACAASURBVJzja2t/XwpSayCpVoGOfdwkVMr0VIyXn35ZKFdwOpjGVl8PsDTKU4Mehr+x//Jm0azBUqLeNn8uDSRtu7FlYAQdHW4YXQEmOpz6KTWkWn+yzj0sXq1pVK5W3ttaK391TbsUk/3sFOsPwnn1PE5gy2cv/J3XoeMc6GTyQXAG+HM1sDi5i+7Yxd313Nt1IlFM3FWuHOdu3aSN4W0cpMdRazjYvIUG1uzmHHZhpJH1dWlE1wW8/mc09K3bgIW3gWwfDWdsmh6KANBzL8NGhSTrSBr7+Zh/gEbLZKNRGvkSED7FXWrPvdpQqXcpgAc20lsJbGKcvmkTz3HinzXDJynCb/4sAFUr7HTyXFuf5HjgUpokaLLSs+u5h3Ur279E0pWal9S6g3rHxAvn39fEHFDcQcNq813YKyjlWNUfHNXuUwf1JPdlCuZrmnkaFAUWo4Kpahs29N+B4tJxyGoVjs7NDAHWUEjx/ppsZzeVrJRIiEIAjia0uG2YjbBthtmoYMCWRXMpBGPMTI8ifJpkYmuoDzOLzZDYM0F6HkYLCdjVDHTsYUhUrdCj67nrysZCr63nAfh9C5647cmkUlUxFc5iPJSGSRHY1OZe900XbwTWHZkIIToBfA9ACwAVwLellH9+znPuB/BTALXJR09LKf/0eq7zivH+XBITR9PWYHXTSDhbaBgyq0B4nH/33ku9JVor7nPS6E+9zGwqXxcN7sIBeiLVAo1wPkEdpVIGNmiZVYk5GsbpVyiI99zD5yYXmSgw+SKJQtUmDBazfMypzQkJHq/XyiQXeE5PK2C+H5jVakhat5HgnK0khtAoM75yCQDybEHY1wNs/aL2e3e9vb6rhYZZChrCWrsUTxsNcQ1SJYEd+Bbvl78f2Pg4iW5t9lN0iga2hvgs79fGT17ao1SrJLXlw9SGWrfC1LwVO7t8eO5kEEnTDnRt2AibWcDU2wPYtMypyCTJq9ZsM7CJY38LSXZejs3yfRv6sbXzfizGbViM57Hdk4Vv6mdocAGIlOjyOAMk3HycRr6xjzpX9538DFJL2mfUQuLouYfeXCnD78OVZJipKjct56KmMV0hcsUKDAYBi/Hyw37rFWPBNF44HYKqJW9OhjN4fKQNPeu8Jfz1xrojEwAVAP9eSnlECOECcFgI8byU8tQ5z3tdSvn4DVjf1cHm5QTG5fcY9mnaRGMePsNwVmpJG95kAvyb6vUE3k4SxJG/Y7V8bIY71zv+kGK4yUbdpVLgTybIHX2lSGNb68vVuZuvN2sZUQ29JDdLLRxiJqGZHQwNLR5mJX3zNobrauGzyDg9HW8nB20tvsv1rY4Boz9hmxiDGdj1NdajZEMU/TMhFjY6Gi4seNfSfs9F206t7cqqJr57mAY99i8k6NQCPbpdv3l2bUZi/vxzJRY0remcEJCq1meYJOY4XExqYaOJECAlBjr2wGpqx2I8D7PRi36PAq+MAuk0Q33B4ySO2Ayv32Bi2DB8hr3aABJFZBxOdws+uW0fopkS3IuvwOYVMFsdvPfRCZ6n915+ztmw1nOtBcjESJCL79bXnpwH7vnjDz9CWFFYI5QOnX3cv+HCz78IMoUKji7EMRHKwGxQsL3Li02t7pu2mWSlquL4YvJ9IgGAclViIpTWyeQcrDsykVKuAFjRfk8LIU4DaAdwLpncvHC1nD2DPLFAo1dMM6RSa+yYWmTRoauFx8NnaDR772K1+9AnSByJBRr7zj0U7HNRFil27NHap2iENP82izDD4yx4dDVrvbbOaXxo82lV5kmGoapl6jd7f5cEdfoZwGAg8RmtrJkZ+gR38pPP0+h52rU6jgNAvwM49Df0SiaeBzZ+AtjzO/VCzbUo55lGHTpJo9q2gztyVzOL+ILHKdbnk8Bb/5O7aYOZ+kd0kp5IQ482kyV1Yc3A6mYYSK3y+dkIrzOfBkLHeb8r+TqR1BA8AdG6HZ0NdnQ22HnfJ54nwRktJLxykfqYolAXm3+b5FkjkrWIzcDefRfsDUZgpchaIGczcOz7bHVT67PWcze/G3Ztpk18hq3212L1DMn2akKyLVv5PuExek/Nw/SsrgDvLcRxaLbuzbx4OgS72YC+wBVoN+sIUgLq2gauGqrq+cdud6w7MlkLIUQPgB0ADlzg4TuEEMcALAP4YynlyYuc4+sAvg4AXV1dF3rKjYe3Exj5Ig1/yxbG+Wt9vvIxhrMqRXo1m54AmkeodUy8yJCKf4gGfusXOZGxkGKKsNmhpS0HGPrKRrU28Ss0ypY7GMLxdtEAGoz0ltJBVtWng9pckj4aObVKITw6SSNfa/uydIhhK8VAjcfsYBiqkNS6DEcZfioXAEhg4iWg78EL10AER2nM1DJfO/EiM7bUKtddKfF8+Uh9gJYQ9ChqSQXzB+hZQAIWD70ps5MGXigM0SlGhvYOf5fkW84Bm5/kPc+EmORQTJHwihkSi81br2uplBgyrHUwrhRIbOPP8h4BqMAAdeMTKGcTENYA7GvDdAC9jBoaNwBxLXRVyZMcLa56Aeq9/4GhPJuX341zjZnZcfWNK61uTdvbw3t6hXPuc8UKxkNnb0xUCcxEszctmZiMCobb3FgdqxeUGhSBwSbXJV51e2LdkokQwgngRwD+SEqZOufhIwC6pZQZIcRjAH4C4ALl5ICU8tsAvg0Au3fvXr/biVp/qXKR/bKCZe6W9/wWsDpOPcTmpSFcHQMmnqtrCIl5oO8e1rh07GKWlUlLmbW6gddeIGFExij8e7uAwgNAbB6Ye5077Ng0DefAx7W05CANrFS5423ZSsLIRekpZEI0sI0DbFkSHKUekV3VhOcmElApy3BYOau17RcM7aVX6BE4m1mXEpumoS4kmR3maGQ2UtMwuwJD0nirFU2XaQa67wDGf6X11rIz1Xf8OWDil/y75x6G3lxNJLxqmRpOrSbn2PfrhYG5GHDkb4GH/itHE3u7+Zr4PIszhYEEmlgAGnspkGcj9c9PaB2V43OAUFCtlFGuloGlI0h2P4JF9GGTYQGuqvZVdgaA1q311/sH6YVMvcg1lzJaQawgGUanmIbdsgVoGODnPfsW74fFSa/ocmtuLgUhzm8HdBmIZooIpgoIOM2wmRSEUsX3+0NYb3LdZLjVDUUInFxOwWQQ2NbhQY9fD3Gdi3VJJkIIE0gkfy+lfPrcx9eSi5TyWSHEXwgh/FLKyLnPvelgsrCArnUEgNDasezR6jt8NJLVEjCm1RQYLCSR9Io2Zvccg+Lu4GTDI3/LcIxiZChj6Wg9JdhkY2y81o5eVWk8DRaGkIoZGu/4DPWM1VPcMedigKdAoXzyRbw/RXHubcCUJ/m07aDOU5v/0jzMHf/4c3z/wBAzwjyd3AlnIwzxHfiLelv9wYeBd79FQz78BI8f/Xtg12+wV1ohRRF//i2G+Uo5xv7TQWD3b9NTKOWYlVQpANMvcfZKzauA4DmrJSYeANQoNn2ayQXVEtA4xPuydIjnMdppxGsNPYWBROjrBmIqYCjCBIGqwQhYXHhnxQJb9+PY6s5pYwVazi6KNZqZpWe0kPAjWk8xh5/hstlXeY9WjvO9dn6NbWkSc/yMu++4YcWJc9EsnhsNIluqYjVdgEEIbO3wYDlRgN1sQH/g5ja8FpMBI51ebGn3QADrfkjVjcK6IxPBfLvvADgtpfxvF3lOC4CQlFIKIfaCQ76i13GZ1x5r01zP7R7bvovFiyFtSFelqGVwXSAs4fSz0HL6ZRovKTUPKAeETrC2RSg04FLlT8/dwLF/BLr2kUQsTpLA0X+kJzL0KNuzCIV/Wzzc3asVGuiOPdy9d+ylKC0EK+zTQYr1c2+S0AYfBo7+HY1jKcMaF6Fwne4OGvJslO9t9QDtTRzc1djHnXxsFsA0APl+c0yZj0EKAyBViHIeoqKlulZL9XuSi9Hrc7VRlzKYNGIo1bPHrG7qQrbG92fXlyKzKBnsyC2OoeTuRXv3XRDjz5FQ1Aq9Gdc0ZLUMNToH1WACWrbCUkrBaXFiPGXA1o52ZrmtnOBn42wm6dZaxASG2FlBrdTnzwePMz04u0ryqGrTLrc8WR9zAGjji6skoCusefmwKFdVHJyNIauNAw44LUjky7CZDbijrxE9fjtaPLbrspZrjZs1ieB6Yd2RCYC7AHwFwAkhhDbRCP8ZQBcASCm/CeBzAP5ACFEBkAfwlJQXUMluVRhMFLzVKknC0cx00cgU61TOLeQzWalX5GI0qqUMAAXo3g9AasWDUzRQNi+NV8/dDK2420gQx38IWB2Ar5PGv1rRdupHAcs4Q1c1zycT4vPMdr5vywjg6WYGWHyGGkylyN/bd5JYTvyApNR7Nz2XTY8DEFxXeIKahyPA683FgB3/iqGmlRM0uAsHoeYikI5miGIKlVIeolKEwe6Hkpg/u5jP4iSh7vwKcOh/aevt43s6W4CN3dSxMhFAPQxIFaVjP0YkkYDi8CMSziC94TMotPdjYORL9OaMVoaZ1DLEoXGoNi/K7i6Uqwpw7O9x365/C6+tCsyN8j4V4sDoD0ne/Q+ye7GnnZsIXzeFdosLmHuHRJKP0+syWUgoBgvvgclGr2vmdW4u1AqzxwYeuvr6qMtAscwBXDUIIeCzm2EzGbC//8rDZTpuXqw7MpFSvgFG2S/1nG8A+Mb1WdE6hcUN2Nysl6iWaJhyUXotO36dO9waCknOX5l7i3UQ1RJ38gYLdYWlwwAEQ1JSMOxktgN9D7CH2JlngZbNJIBslJrL5AsMA9k8/LSMNrb1SC4wC8nTw0LDbJgEZfMDoTOA1Q5Mv8ZU1lyMYbHGPpLT4Mf4WCnNdN+mYXpgNQ1GLdFoO/w8Nvkis86MFsjYFNC+F6KYhrp6BgZnANX+j0NtHoFSKdQ9E6OVc+gtLiYr+HpJJqU0PZ2Z12i8SzmG3Fq2AeEzkC1b4Gi1IJVMIZNJw5VdxGrUh55uD4wmK0NtipHeREMvjIoZxVgI5ak34PZ44KrOwbgwxRDg4MfZrbiYBiCZcGB1A1s+z4p8bzfF+JX3mHwRGef6Nn2K98fiZtZc913Uj4InGH6rJQdkVpk6PPTo5XVAvgrYzQa0eKxIFc4W3ttuEW9Ex+Vj3ZGJjsuAlMz4ySUYzhj9Mf8GKJZPvMAdts3DXX1olNqIs5khlHKRKavxGRqgTY/To2nbDUw9r3X1XaLRPvQ3FGTVKomoaRPn13ffxdYblYLWTPIEjV10ijvrk0+z8aCsAgYbMPIFQFRJTJAMjymzNOSN2pyY8Djeb+tvdrI7ckNPvRVL/yP1GSUmuxae26LVhrCtvrrpU+yCbPVCmpwoFjIw9t3HcypGravzmiwqbwcN9cSv+LdQ6GnMvMrrOP5PgKxAFosoSyvUrgfhtefQjBAaV0MQkSQTD5xNWpHiEFDMwJBcgBuA0+cGNn0KSug9YOYtehUWB4V6d1s9LTu9ymwwZ4Cek8lO7+j1P+M5l44ym+2uPwSWj2vDvYL8bMNjrEVp3cmWNqklfg9Sy5fXbuYqoCgCe3sbkSlWsJIswKgIbGxxofcm10l0XDl0MrnZEJvlLjQf14riLHUiARjfL6ZomIRgPcLo0zR4lTzbsHz8v9BAh05S60hWgb77GHppGqa3Mvs6PR27h15CMUMPJD4L7H1II6NZ7vQVhZ5DLsbwjNXD1vb2RqasNm8FDv8NySq1BCTmIe2NDHctHmZIzdcFsXhQE/sD2vRHrbmlwUwSU8tA/8NAfIpeUP/9JNJCAlDLkMIAUcxAQgKHvwtTJgxj0xCw7Sm+FlLzcKokp0KCpJVY5DGjmX8f+l/0WJaP0msb+BjM7RtgyyZh87lhsJYhZ1+GvXUbDGPPaveAQrtcPAS56dOQY7+A4mmDYnKw8WalyFYy06+RKLIRkoXRWm/ZY3Yw0SK5BCRnWdhqMJFEmjZRM1l5j5rJxseok6WW6fmpVaCaB977Pq/T5mPIa+vnPlR21pUg4LLgM9vbEc2WYFAEAk6LLlLfhtDJZD0iH6cXUIgzg8fXx1h5OsReTeVcnUgcTYC1gbtrV7OW8aXNVS/nGe5QDDRW6SANTGJBmy3iZL2Ku41eSGgUWJ6ht+FsprHa+ATTkC1Opqg6W2joV94jyRgt3P1KlTvl7nuYBmwws4iynAfMVoZ0qszekuEzQCJD4bllC2TrCEStpmLqRV4zwOv2b2Cn42qJ67E4SQyFLLskjzwFJOYhKgUoFhdktQBx6meQc28DZgeU7v3Aob+GFCbIch5q911AyzYo829B0TKtYPMyk8zmYxiqWub9S4eo05idEMe+D6sEYDZDFBOQKEOgoq3JBaSWoJocyKYTyLs3Q225Fz6nFebwaQijnUY/OgVs+xxQrdIjUcxM5c5rxL96munAq6dIPuU8SU0xcYJnucAkgWqZ6dObHtdStQdI4uPPaanCLiYw5GP0hK4xmQDMeGrz6qGt2xk6maw3FFIkjNQK/148zLTPvvu5qy/naOBklZ5FLsrW7sFTgCzTQHXdqc1OT9frHyBIHsLAXXRqSdNYdnKq4fSr9CYqRS2LqJmV7XNv0+DlotQv3C2aljBCLaagtYqXoFZicdGD6dzHNNbVUywGzKyyzqV1BxtAhscgvd0QFifEO38J2Bohd30VonmYZBeZgNzwEPDuX7G+xGgGOvZCNA3T8JtdwJv/nUV2/kHA3ggRHue1JeYgXC3A4EMQjkbI+BykUoWECrF6EpVMGNXIOEz990I58QPeH18PExA6d1O3cLUBlnnqNDOvQUgVho49kCYbMPs6lKw24dHsZKjO4UclvgTF2QphtiO8OANrMg+ToQgx/jzvUXKeWW07v8pxwzYfcOR72nRMBTj+IyYFNPQylOfr5v0XCr8PZjsTByZfYkuc+BwLSBUT+3+tjgFQNY3Ky+9PuXDRr1qxUkUyx8wrl/UqCx513PbQyWS9IRtm2wxHEw1/LsodcjZKo2Ky0/iNPcvnm5ZpiDZ9iobU5qVxWT7K1u999zO0IisMmdgD3O2X8/y3WmIrjtk3tYFWeb6PxcWdstnO9FiDhbrLdIpksu/3ea7wOHfVbUMkmqmXGE7r3sfso8AwBfZdX6uH35aPQe76Ta41Mg7c+W+o37zzlzSWzcNs2phc4nUoRr5/ahlywyMQ7jaubcPDwIkfQOZjgLsdoucuCHc7W4A4Grje9ArPueER4Og/QDRbSVbuTqjjv4IoZyEqZZLC3Nv0voInqVGMPAVVLQPL76EKCYN/EOLkjyC672YYcOyXbA2z8C5gcsDQ2QmlYy9MRhXmvo2w5pYhT/4I0mCCyEX4eRRTJJ/4LD2SdFD74I1A0yBw5G94rfk4PcDNT1Jsb9rIZIDEAok1HQL6GllMuvCO1r15I8+XWtHa8rguqpksJ/J4fSKMcLoIm8mAvb2N2Nzm1sNTOj40dDJZT8hGKZ6P/oipvqklpt/WmhJ27GFR4sSvSBi1vlnhMcbUN3+WRur0D0lEZifJ4KH/m1lKBhPPkdKq21OLwNH/zXYs1ZI2b30LDdHs6wyFtWxl6CQbYdPBl/4fGvelQ3x963aO7U0ucsZ7Ic3BWt4eejbVMmfMWz38feNjQOt2iMwKCbGhm6898UMa0Pg0MPE85M6vaM0uB2gcnU0knqXD/Lt5M+TqKNdt9wN2P6QwAvkoxLbPA6/8v2y5YtG6Ms+/AzQPQxYzMHTuQzkTgpKLQlbKEPYGto0ppemZtY0AS0ehJuZQatsP0bQNMBih5GIQJgdkegVi42OQcaboygf/BEitQFErkMl5KLNvw962A7JrP4QzAFG2c1NQLZGkDSauqSagm2xA7wNAYomfn3+o3qm5ZRtk7/2QsQnIA38F2BugeLshvF0km/HnmHlmMGv61Ba2ks+GtUy0cQAKuwBotSfFchWvjq0imGI7nHK1glfGVtHgMKPdp4eqdHw46GSynrB8hEbV3sDfl4+yEt7RTDHWP8gQ1vJ79CDCYzTQssrQiMOvVUgbAais9LZ4mRFVzNCYnP4ZaxAS85xYaG/k44WkZuiswMkfURhOLnL3ves3gLk3GOfv3MMdf2KORqxaoSFWtK+S3Qeo/QwbZYKctqgYKXL33AUYbRCVAmTwJNcTOsmW+t13Qky+wN26VEl29k5eX+sIw2XNW0hwiQWGeMwuajhOP0NU47+sz5xv6AGMQ/SywmMQiXmg/0HIfByibQfE5KtA0yaI8CmGk2rJBI193N27W1E2eRAvAp7+jwGTL8DkbCEhhEYh597irt/KBAXx+v8HlLIQlSIw/Gko+ShUoVDLOPZ9krqxgdfnbuO9bdtOfahSoHdZKdALTDPdGY4AkFmBzEXYZHL405C5GKq+Pojeu2GIjnOjUc7xNbYGNuJs2sRU7dnXuXEY+QI3H4MPAY5GxHNlhDOls756FVUimi1+IJlIKTEXy2FqlVlo/QEnuhv12R46WDmuY71g5Tjj9bWRvBDUGlzNNDaZIA1+bdpeNkyRVTHQg5l6lWGUcpbt0/NxCu/H/4mvzUXYNfj4PzN+f/A7JJNsmOnCe38HyKxQ9O26Q5sR7+Tjnm6eo3UHn9uyjYY1fJpZXPFZvtfGTwMdO4CX/pS772KS17Drq1zX8hFg7FmI9BLXmo1ASBWilOVapModdm1mu7udYZ/GQe7Ew2MMbR3/RxJo8xZmg0mw5mbzk5BNw5CFNKTFQ+G/cQBo3wHhH6LndOzvobQMAzu+ArHzq1pb/cH3PSlVqqhUVQhfFxxqFgIC1f6HgNatkK5Wdiz2DzAU6QjQuzA76A2W88Do0xCBIRhSC1CCJzid0t3Oa9j/B1xD515uCjr21kcFdOzmNStGHnO1QNr9kNOvsZZk9CcQAsikoqgWc1prHa3y3hFg5lvwKBCZ0DpMLwFqkRuHdJAdBgBYTQqspvP/69vNF+6hVa6oqNUEz0SyeObYMo4vJnF8MYmfH1vGVDhzwdfpuL2geybrCbVhRmqVhFItaOm12uAlWwPDQCYHY/UzDu6mPV2crNj3IMNYsWkarnxMm5xoZFv3wAbufpMLDKMZzMz26tjDXfLR73OXm5intuHpZBaSrNK4l0r0AB78v5ghpBgpqjcMcH3VMpANUnPIhmnAhAFo2kBdoZBk5X61BETGIbq6Gc6RKnfr4TNcr0ub21FL0d31G8wem3iBekPzMA16YoHX1NDH+SEzr2sNFLczaWH6VUhvJ0SlBDn4IGDzQbE3QubCMM2/yV5Y7i4Agve5kEY5OoWcsMPRczcMsSnYp16CKKRh2fc7gNLKgs3Nn+Fas6tAtQxRKdVnl0gVopSBEAqJe/4Nhtr8QyQcq5eJCge+Sa/M183HCgnIrv3AwjsQiQWuadvnoJpdUKWEECaI5iFAMUNNBVHNJYBAr9YI9DQ3G652ivrOgDZ2eQrIJ6CqVZSWj0NVFajt98BrN2NXtw9vTkRR1Uiiz+9A6zmFholcCccWk5iLZOFzmLG3x4eTy0mUq/VmExVVYnQphQG9i+5tD51M1hO69teLCTv3MazkH6RB9g/Q8CwfZfzd0cpxusU0jWxjL0M7ky/RkPg3AP0f0+bGa2GTapkEExiiLtLQS3JxtTA+LyT1gsQcwyTVIsM+ni6eF2B34MY+hplGf0yPY/JXdU8qNk1PoHGI8fre+0gQVg9rS1LLQMs2iEJamzkSp4Dv36AlEDRQmD/6D9xZb3iU7x2fqo+Vzccg2ndCppZY7Bg6QU2kNnVy6iXg3v8D6LsXsDWQUE4/Q29s06cgZt6gVxCfAd74b+8PH1M77wD6H4SjlIMy9TzE7Ov1kNvBv4K8848gmjZCHPhLyJXjvB+ebsg9vwlhtDLsVcox9OUf5P1xtZMAl49qadQdrHY32tgPDQIyPAakFqHaGlDNZ2HY8AgUVwtE4yCU089A3fYFlE/9HIowQUmuwNF3H4x2Jz3FsV/ynlQKLCRtHgZmXqHXsutrqKyMIpPJIr00A6t/Bw5NhrGrpwEjHV74nRZEMiU4LUa0+2xwWOrmoFxV8dp4GFNhNr6MZksolCsoVdTzvralSvW8YzrWB4qVKlZTRVRVCb/LAqfl2pl8nUzWExxNwJ6vU4MwmtmuBLLelNBsp2Ev57kLXz7K3f7Axxl2OvVTFimabAxpeNopnHffyRoHgK3K++7nTr99F8MjRgtQzkOW80DoNOe/r56CaNlKz2DqZRq+tu0kpHKBhHL3v2VLk4kXAKMV0uwAlO0QBa23lloEzB4gMAg59gtg6hWg505AMUEOPQoYLBDpFRLc4e9RU0ku0HPZ+Bi9DaubpNK2C8iEIfJRhr1yMQrvY8+SwOzarPNCgunRtUmWAsDQY/QOhMJEhKHHSaSJeZLXxseAXBQifBoGowVwBiBMNiYcpJZIoLZGKFCp0ww+AgEDZGAQ8HRQJ9n920AxCZFPMCxpcZGY89qcmFIO2PJrDF9BYeZbLkbiaRoGDn0XwmBiqm/kNNSdX4EBAmLmVRiyEaiDD8Fg90EpJGGYfQ3KxC/qrfhnXuOGIzFTnzxZSADL70Hu/h3kDj0Nk78fJasf+WwGo0tGPLixCd2NDnRfZFpgLFvCXDR31rGVZBE7urwIp0uQa45vavVAx/pDMl/Gy2OrmItkoUoWlz403Ixm9wWG0n0E0MlkvSAT4oCrzCqNnqOJA65czWueE+Y418kXuZtu30UvwmTnrju1RCKpTR7MrlIDaeyncG/WvkQLB1nH0LOZxiw+A+kforDu7QKO/RPgaoI07YeYeZ21Fk2bKc4bzJxwaHHRk/J0Ap5OSLOdhjYXhRQKieLo/wbad0PmwiyyaxnmzHaD1neraZihpumXIU0WhmtMVgrZgSFI/wBneEQmtGaMXZAWJ2D3QVgbmN0lJRMWgqNcj0kbEmV1k1B9vdQUCkmGk4TC7LPue4HYJIl15hW2eem8AyIfY1aV0cSU2957gS1PQqSDwLt/TYJOLwO7HdXQxwAAIABJREFUf4v3ZvZNSIsbYvJ5eoKxad6j4Cjnq5x+hvdq+1fYHiYxz8wqbdCWtPuBfALy4f8KEZ+Fcd9vA55OFGGGDRK47/+EsvAuLL5uqAYF4s0/h6jVkiwepEfnaAY8rUwBN1oYSjOYgGwESnYV3o33oagakIQRRWlAKHnx2pMaFMFWKQYAzS7L++TR7LLggY1NOLGYhITE1g4PNjSv38FXuRLbvBTLVTQ4LGjxXBtDuh4xuZrBjOZZAkA4XcThuTg+saXlmiRM6GRyrVFIabNIvFrzwBC4M22lkalh5TiJBKhXky8coPZRSHBnPfsGyWPuTZ6z6w7uTKMTQMc+vkc+xmFRBgszeYYe487V7qeWsXqaabYNPfXfV0ZJNhseZvjKP8DwUjHJHfTyMdapKFrx3MCDQKXM9ez9HcjmrVxXapnhls79JKjhT0N4OmnUG3s5aMrRSM/GaCbZ5SKQ+TiNbOsIAB8w8mXI8ecgbG7qHpUSdaT4LMNHWz4HeeaXvE/pENuqZEI04p5O3lejhbv1TZ/ksLFj36e2kosx28niZrgvFwXeeodeVdNG9htTqyQZZzMwdwDY9kXI+QNaV18jRD61Zj5KCcLqJmFPv8pznPhn1tXEpiGLGUiTg55g8ASUPb8FHPg2kAlCFpL0Ivb9HsTKMdb7lPNAchnmLm0I2twbwNAjQCkFJRdlV4RKgZsJR4Cfsa8L7P4MrZ1Ohl5sLgqZiyG1PINqZBqObU/C6ADaGu0f+LVtdFiwodmJVL6C18bDCKYKcFmMyBTKeGJ7Oza1uiABWNbx4KtMoYIXz4QwrRlUi1HBxzY1YajFfYNXdn0QTObPOxZKFVCsVGE1ffSmXyeTawUpqUMsHtJmqduoTUQnaKzcrSzMc/hpQFaO0+CoVYrRVi+b/zlbuatOLbF4zddN0d3qoXEdeYoGvn0EiJzhMZONO/SuOxkOy8WorUQnOENk4jmg3MJ0211fg9zyGeDMMySIkc/TGI0+Tf2mWqbYP/gokJonMVRL9EIe+M+cbd65h2TTOMBQmKOZu/rkErClnS1QnK3MWErZeT/UKq+pOgJs+wKHTVWLJILYNOAMQNobITY+zhBdcoFek8XN12aWaMA3PFKfv26y8Z6qWrpy1530dN75Jl+XWqY3V87x2uNzFPf9G5iVZnaSoKolfiYdewCDFVIxQ/gHGDbLrEJ27gMyIYhTPyWB5WNMGmjZykytxAIQHoNaLaHi64G6cgLGSpGDt1IrUBQDExRQG8iVZkdns50eXWKWzX5HnmLoKhcnsXt76SnlIvyMfD289lIWyKU4+vnMM/wsqkXAEYDiH4A5soRs02bML8xhy948Wts6L/iVrRTSMKYWgXwCijOAu3rb8dMTYRgU4OObmgAImIwKJlczuGPAf93+K31YLMRz7xMJABQrKg5Mx9DZYIfdfOubvma39bwxyk0uyzXbANz6d/RGIbnIUEcuRuMfnwYW36WBy0VIAKFTFImDx2kcQicBCO5WnS1MOT36XWoAu36Dhj0dYtimlGWjQIOZcfjgKWDokwy1VPKsVwiNkmCyUa3/VCN1CLOT52roJznNvqn13OoCTv+coSBvB5DpI5F17KUA/sb/4Djg2DSzhlZPUW/IJEiUbTuYSfX2XzD2724Dlg5BdN/FMElS4W5/6FG2WM9FgfbdJNJaG/WufUDv/ZxvYrKSrDr28P3MDorMb/8FvZilQxyu1XUHdaHGfuDEj1l8aPMCkNST3K0MhRWz9MgO/y3XGxnnubY8Cbz2Z5DFFETrdnpOVjdJwdXC11dK/EyLKcBsA6KTkMU076NahshGWKg5+ZI26EoAyWWIgYdhFAqEMwCpvgmkliBNNgi1AmG0QqraQDJZBYxWiNXT9H4ScwzbQaE+NfkSRftSTsv266X3ufFxYOEwUIjRc9r7u8ycs3mB1u1QCnF4GlthKlXhBWALWGG0m8/6qq6mCpgLReGefxGm2Bha3FbYLSbYu++E3dSHO/v9+OXJINKFCgBgtMGO3oBj3Q+9SubL5x3LFCvIl6q3BZkMNrkwH8thPpaDlECjg1l816om6Na/ozcCqsrsohM/AiqaiOnt0sTrHBiPEDR6kXHukH3dJILwGZLD0iHuWoMnGdIYe5ZGPTbF8EYxTa8neIIewP3/kUJ5KUnC2PoFkklshu+fC1OH8XSw4254DHjwPwHHfgghAGn1Am/8GTPEUgvMtNrxFe7yS3mSg9VJ/aJcAJQ0oErumG0NJMjVMW0+SJC9u3zdNJImOwkrE2Lm1vwBYPu/ApaPQoZOkDSyq9yZB0f5Xt4uiBWtUDMyTu9FKDTm+RjXFZ0ieTUP835Pv6zVc/SSqBUDYG9gqC06xSSC8DhJKbvK5IRqBZAq5H1/DDH7JuSmTwHJRYi5NyE9HUD7LoiD34Hc8DBEbJq6la+HJOdq4d8VQJod7AeWXgaGHoNaTEFavRD5CDD+HOTGRyH6H+AmIDzGli/5OInE00mNIzFf94qsHobN2naQbLv2s8NAYBNDj4UEnzv/DonUaNW8nBQw8DDJ8NTPgMY+GBp64AL4HpoGlylUUChXYTIIvHA6hAHjKmJzJwApkStWMdTigmnxMLZ3deJ7x/PvEwkAqFLiTDC97skk4LLwuy3PPua+TfqQeewmPLa1BaFUEaqUCDgtcF7Da9fJ5Fogs8o01nyUu1mDmQSz6VPcjZtsmhaS4ijclaMs8Nv+JYZtsmF6K8kFGonWEa2DbCcNpNHCeecebUiV2cFqZ2cLs6LcHew67OnQCCxfn3Heup27VosLgGBYy+KCyCchLW6u294IDH8aIniCntDAg4BlkERXLdf1CHcLUMxBWDyQ1TKvNxsjcbaOQEz8iudaOgJhtLCWQjGQXKa0VOO5IJCYJXFNPM9zrxzXQnSvAUqQ52jsAw7+DQ2n2U4ykCo1ivHnuC5vF8NliUUSzNQrQLUEafdTQC/n+d6NAwwp+jeQyKQKmYlDDWyETK/CUM4DrhYIRxMw9hyQi7B9yd1/RKLz9XKdqRXeYy3hQbV5ga2fQyUVghRGVM1OlAslGFxdMMwegrltmK8dfIjhSIsLwu6HtPtIri/+KWD1QEgwpXrhAEX8M88wcy8bYdbYO39B3aRxgN+NYprZfEe/V7ecipHhyelX/n/23jxKzvM67/x9a+1r79X7AqCx7wBXcZVE2aRkW5IlWV7iOLYnibOcTE5mMmeSUfLP2CfJZJJJ4omcxXacjCLL1r5RFEWKpLiAIBaigQbQG3qv6ura9++r750/bgEgKVC0FFGGJL7n4ABdXfVt3bjPe+/z3OfK74Y/DrseQaExs1bk1FKOequNz9SJB20sr3mj56TSdKm12sSMBr0BUCiZVqdBImjJaN7ad+/6b7c1nAhwYjzJuZUCTdejJ+Lj7qluLPOnp1fbb5mMdv1owvw7YPJ2rHZTBkg1ihLA2y1RDsUGO2Uvn+zkL39V7EeiAx1O5JuicHJbsoOPDokCqZ7rTAOsSemonkcym4oQ2YGEnEvTZfdpBSUryMzAnvcLb6KbUiKKDgoAjd0rWcX5T0u21L0TLTYkXEfPbvjW/wl3/A3hdLZm5VxTD0vgnHtCiPud74HKtshj7YhkJKVVmY3ywr8XgOzbJ2DntiS7cGoCtoYtmVOrCqV1tPQMKpCQ52NYkorHBiEygFYvoGoFuV47BIPHJYinLwl3gxLCvLyJlptDDZ+Q5xTplKfiQ6hIH1qgSzKlhSfl+dWyEO7Fiw1BfgW9sommXAH5lRclK2iW5Wfqj8nGIDsn3M+eD4hQITsvJbSBA1AvooqrlGstgpN3ofxx9OIGxvBxtKtfR1s7jaZpaGuvyLPYuoIqrXe8ue6D478Buo3augSXvwQ902jbV0XcEB+Tn+HcN+HOvy4/41ZVFHizC5KR9O6V0qPyhCNaeVFkyf37pXSavUo1MsEzS1EajvSLpEsN5jIVxnYlMe0Abus1pG2oh0C8hwen6zcGNgZtE13TmHiT4VeVpkul4RDymUT8Fm1PUao7+Eyd4NvY43CrZZsyh35nb4RW2yMRtAi8jeUtx/VYL9apNFxiQYv+qB/T+OkBrtsWTDRNewT4V4AB/Ael1O++4fs+4I+Bo8A28BGl1NKP+jpvuayAlBmuW2O0HSlNeUqsP+aekEDUbnY4kBEZINUqd+wxhkRNtXlOpilGUjB9RAKn1xZACPdJ0Oia6iiLRiTo+GOibvI6BpBo4vBby0mtv56XjvVgQkweq1ty/HZLdssTD8jnrtuazL8oQdQXhu1F2PsBIYHdloBgvSjfn/2y3Lfnimrq4EdFcltYlc9snEe98kcS1Fp1mRh46UtynanDqN49aJU0KpoS9dTaaTSvLfzOzveidU9L+aaeQ133Atvzfik1TT8GM5+Ve6hlpRnxwX8kmcS5T8Gr/12sSXQL7e6/LYEbTcC3eyfa5a+Jsiv9qgDd+L1Sbrs+wCuQkOd2HcxV+6bFTH5JMq5GoePo7BI78kGcxe/QmP8OlZZHX18Kc//PoWVmRNJ88KPikVbblucRHYTVU6je3WhLz6LqBSlFjt8nG45wH5o/BmtXpSS2dlY2G0vPCdneu1dKnV4b+vbQTF9B+buwq1vo1uv5kcb2NUz9ICBgEvKZZMoVVp0uhqYfwb/0LEHqhHpHYOoBsMMcHPZRa7WZ36qgaxq7B6JM9X63HHguU+bZuSylmkskYHJyPMn8VoX1QgO/pXNsLMnu/h+tM7GmaXRHfG/7eZy2x3fms5xdKeApMHSNkxNJTowlf2p8y25LMNE0zQD+LfBuYBU4pWnaF5RSF1/ztt8A8kqpKU3TPgr8HvCRH/3V3mL5Y6Ka0o2OuiokXky+sGQQ/qiUrwyfvKea7fSLBGTc7fBJyTDiox0rel3I12ZFjqFpMPUQnPu0ZDljhyVrKK3I605dyjijdwrInP7PErDSM1JqCyREFpxfkuyiVZEAZdpSbgIpm2i6BPvr81OiA0K+j9wp17w1K0CSnpEsxGnIjtuwpLySvyaz431Reb8/LiCQnIDzfyo9JumL4na89gqquCoglrkEez4gdvNuU+Sw27OQOoS69AVYfgneda+cu7olAOy50KyIh1RkQEpmx35DuKLe3QKm7RZq8WmIDaM5DRk4tj0nvFLfHrRwn3xdWIGH/5FkKNvz8rOKj8CVr4oSznPlmdz1tyTzMn1oL/4B7P05tLE74OJn0Uvr2H3D2NlVVGEZcoOo/R8RYn17TmTVVqDTjJmWst3Ue/B2/QxaaV2aQAMJ0B8HzZZrMYPC16yfgfgwWiMHvlhnqiZ4jRJbgw8x25hCGQFGVJ7e5ubrup6NSC/1gkur7WHpGpahs2cgSirhZ60wxq6TEwyHFWY0KfcNRPwWD+/u4+hoAl3XSLyBwAexXvnW7BaVpnAruqbx2TNrgGQztVabJy9liPkthpJvLU3+cVvpUoNzq0W8TpWx7SlOL+UZ7wrR+zY1Cd5u67YEE+AEMKeUWgDQNO1TwAeA14LJB4BPdP79GeDfaJqmKfVauu2HtJyGlBR8EQm4b7VMn9Tja3kJZIUVCViJUSnzeG0JALveK/zA+hkBiLF7pNy1fVXq8aZPgnd1G078VSgsdGac5KT7+f5/IGUXpyL8QmUDJh8UJVSzLMHWPCM75tq2lGI2zklWZPgksGcuSTkkMiBBbelZmaGxekp2vddLOZWsBNbrczWCSek/CfWhShud+ep9EpC//c/FtNDySYlt6Jg0MtphyXYaJQG04RMweEK+vvq47P5DnR6Y7asiy11/Ba0zWEr1HRAg6t0rAPbqn4rSq2eX9K8kJ8WXKjkO6CJ+aHWkoYlRAWylwAqi7ABaJQNWEE21Ub4Iavp9aLsekZ9FcU0MMltVAeJq5qYyD0++XnpWrmfpORjYLwS6PybPsbaNVssR6NmF02qhDGn885ZfQIsPy/3rhvBlffvEFcC0oVDA/dbvodBo7XgfwbF70WY+h2f6xe/LtFFODc2fQNM7JU5Nh7ZDWdM5s+FwqWCgay0CyaO4177OpK0wNA3iw7jxSVqLRWbWiiSCFhG/xT07uhmIBjg4FMd+E9mormt0hd98h1+oOTeABMRMcj5TYTARuKGccj3FZqnxEwkmtVabtvf60NN0PerOT4/VzO0KJoPAymu+XgVOvtl7lFKupmlFoAvI/lCvZHuuM6ejIGWPiXdJxvBWq3eX7DyvdQKOYUn5KDYiFh+aIX0dO94tAbS8KU1rhWXoqkn5q+1IoFCe7E6LawIa7RagSe08NCDy2GO/1imTtaT00yhKYHPqkjXEhqU01qxKxhDulyzipX8vpRanIRMVuybltUpGeJFWRXo4DJ9kRQMHpT06koLyOspzxAZl5s8hlkLl5tASo0KSb69LcDd8EuyrW0Icl9YEOAcOSbns6uPyTAePSPbVqso9G6Y0ec78uUiL9c4zfPSfy/nchggVho5LoB+9W+7txT/olBFb8trcEwJkgWTnHg7B5gwqEEcz/Ki+PWjlNOrUfxTn4R3vFuDJL8r12aFOj8y68DirLwv4bs9J6SvSJ2KJ1G4B/q4ptMI1lNtCr+doE6AdH8eXW0TPXkVrN0WAsfK8yL51EzX1EKq4jlsvYtghvHoR78rjOHsfxbj3H6Dj4OaW0ewIzvYaemwTY+gEzdw6/mAQ0wrQ6DvGtS0LaOMpeLkYZe/ozzHU6xL0+ynbPXzubI7BuJ+J7hTb1Raup1jN1ZjdLHNkJMHdU90YP0AZym8Z2IZOqy3lM08pArbxXZzBmzkT/7ivWMDCZ+o0X+NdFvaZxAI/HcoxuH0t6G/12/zGjOMv8h40TfstTdNe1jTt5a2tre/vKqpZmP1qp4RTvznfo1H6i33eFxJ1UzUjn1UelNcke+jfJ/0AhRUhrueekOBUXJNavG4JIHiOlJcsnwCJ8mR3rTy48g0J+ENHBZxWT4sVSqsmPSdbl0UF5ambfMboXZIZzfyZZAKpo3ItfXukDLVxTrKa6lZnsJImZbnYYMfdtoSafwq1eQ41+YDsjKvbIilOjIMdQSVG5JlZHVfjwgrazkekJKNbwrkMHJSg/I1/LDv04qpMOnTrcp2mX+4//5o9RSUtz6LtSobYbslzuPBnooYK94pUOjYoIJxfEuXa+H0iC975XjFePPNfpcFv+lHhXRol1OyXZaMQ6Ue1yh3wScjnc4sCduEeKdmN3Cmge70XyOkoq6yAgF89hxo4CKEePDuGPn4PTSNKNbeJGxlGlTOo2DDq0C/Dvg+i7vodSIyjZWcxLT+M3Ik1dBijfx+NYobFtTVe1A6w7RumWthCO/xRmm1FtusE9f0fJ7/7YzR2f4hycj+11s2dcMv1WKj58bqnoXsHa1WdkM+gUHfwFLywsM1Tl7dYLzZQCs6vFtgqv7XVyo0fR8NhKVtlNV8jEbA4OBLnOg6V6i6P7Osn6r+5X+2N2CRCNs2fQGPI3oiPd+3suVFSjPpN7tvVQ/wWJcEfdJXqLYq3sYruds1MVoHXtukOAetv8p5VTdNMIAbk3nggpdQngU8CHDt27PsrgdWysjN/3Ws5KRn5/wKWDGZApKduXXbmdie4mgGBwnCvlLn2fxiUJgQwmuzqpx4SyWsgLoHMHxdA80UkUDp12WXXslIuOvv/SROj6Re+xLQleLpNOPlbndGvezrW8oNwzZU+mB0PyWTEcL9kT9elxG4DLF1KcKkjUtp6+T+gdFu4jvKmvLZvWIJ2bLgDWG146ndFXRQbkkAbS0G7LQaSvpAAZvaKlNjaDVj6jgT1+ScFcMYOyLNZ+JbMRlk/zQ05EZqA1L4PSY9HeVMyme1F6Nlx08bfDgoQL34bEhPS/xFIdjyr0nJ/p/9Qnt3lr6LcJtrkA6iFp9BWgrDnUUCXn1kgIZnH7vfL8cobolgL9crrQ0flZ7R2WsqbL/w76DuA2v9hmpFRltc26G6tYyfHIBLDu/o4erMEehdq78/DlSckgw31oDZnMO77+7TWL7CwsEho6iivBu9gdlXnauJudowep9BQmLEGAxGTLS/MegX2OTGmekKMdFVZ7hg0GrrGsdEECvjWbJrT1wos52ocHonjs3QqzTa6xg2C2GkrGn/BssxavsYTl9Lkqg6GrrGjN8xdk90MJwIUag7RgEVfxGbfYJyNQh1d06i0HJ6cTdMV9LF3KMZw4ien3KVpGvsGYwwlAlSbbaIBUbP9IMvzFIvZKjPrRWqtNlO9IeqtNpfTFTwFO/vCHBtNEvbfXuH79rqam+sUsEPTtHFgDfgo8EtveM8XgF8Dngc+BDz5Q+dLDN/NMtP1pVvy+l9k2UEYv0ccbK/PSk9flKa62LCUZ4qrQpCH++DwLwsYqLaooPb8nEhz7bCAyK73ScBym9AzLTtkf0z4iv4DwpkEYrD/Q0KATz4opbl6UcpKiXE4+ycCTPf8Pclc/HG4/3/rEM2W8A6XviBB1GvL/ffulibKgYOyw195CdqbAliaKTt9ryX3s+cDsP9D0pugENVY9ioUV9AS4zB6t0wptEMCAp4nYGb5Rf7at0f4Eqch8uGBw2KGGIgJOAXict5KWvpyKhl5RrFR6XNxm7IBiKZg41Uxl1x4UrKtcK8II3KLIrcO9eF5bTQ6xpqVNKqaRekmFNbQH/4EKntZvq/r0GqIbDo2BNmrKNdFC8RRdhDt6d8DFGr8PnjgH6LyqzipE8znHGznCrG+FM7WHJ4vhDH9KDQ7M94NC3QdNXE/+KJoroN76cs0DvwaZupRvl0f4mtXy/zisRibhTpXsJnLlNmbSvD4TIHV/AYnBy3qzlUa6QoPJ1Js9YxQJUBXyCYVD/DcfJazK0U8pai1XB6f2eTjJ0dIBC0sQyfUKT1F/CbxoM12tclWuYmpa/RH/d/V6Oa0PV5czJGryi657UkT42hXkD2pGKNdN9877rPoifj4/Jk1/JZBptTk7HKRq5kK7z+UelPX4h/XFQ/axP8HMXJ+q8IXzq5xNVOhWHeI+E32peJsVxvEgz7OLBcI2gYnxrve+mA/wnVbgkmHA/kd4OuINPg/KaVmNE37p8DLSqkvAP8R+C+aps0hGclHf+gXEh0Qcjdz6eZrA/tf7+T7VivUC7kl+cz5T3dI7yagScDML0pJKb8oSp3sVel2V55wLZMPSvA+8mtSrrFDMvo1NiTvn39SMpKNM8KzBKJyzjv+phzzhd8XAMhfE6I3OSm2LsVVyZaaJcm01s/KoKuRO4Q8T05IAB67R0o6blMC+Ok/FGCMdDzD3IaQ8qsvSSPl2N3Cp1SzKDyxxc8viXpq+Xkh4hOdue+9u6XEZ4dFbLB5Vsj38hbYUQGQ/gPwwT+Q0mJpTeTUhRXJ7ma/KBlVaRMSkwJ2hWW57lpO3IHNoPAfuil//DEZW7x+Tn6+xRW8qYdECtx28DQDFezBW3kFX2EZLTkmvMuVr8nPUblyfKcGvdOooaPw3L9GWQGUFcQ9/zmYfIDG9Pv50kY3K8UWHz3xq9j6Fu1GGW3jLM2lFzBME3P3z6LXMmjrZ8BtofxR9OlH8UppSpEdfHbOZrPYIOwzyVWbdEdsTk500x22yVZarORrTPf42Fd9nubqHDOa1Omd5C6We+/n+FQ/TbfNXGfErmXoTPaEyddaZMotfvPeCc4s56k7HrGAEPGlhsvXLmyQr7ZotT1Gu0I8diBFInSzXFNruWTfMPYXIFNqsif13f8FctUWmganlnIsZkUQsZyrYRrwq3eNE/opsDb5ftaFtRLb1Rb5moPf0smUm1xJl4n4TVzPw9R1rqSF47qd+lhu25+iUuorwFfe8No/fs2/G8CH39aLMP0iue3eIfxJuFcCuP59kIjVbMeMrzODHSQAtx0JkLFh2SkPTEnAznZ6CdqOkNEb5ySw4wnPEe4XJVViFL72D4VEn/2ylF4Gj4n6a/WUDI1qdECnVQWUkMmpw9KYOP9Nqf8f+IicKzcH/giqvAlOTEBFt9C256QU54sIV1PPSykpEBduw+5kTJWMPKdgLwTjIqXNXhYeqLKFajdFjbT0DNz9t2WEr+tIP00lLVnQwY9J6erwr0hZqne3uP2W1+XYlS0B2vioZEDH/5q8NnRcAOP8Z6TUpVuQHBU/q9N/2Jl10uGZgkmYvA+y8yhdR9ueByuIt//DkBhGs0K0awV0p4qK9KNpBrzyR5372ymcTG4eBg6i4iNo6Rm0+DBeNIVyHfRQD1XNz4IaZrPqomkal7Ievd02lmHSnH8G5bm4VjcUVrFVUzibekEyo7WX0YbvouTZnF8tEvWbjHcH2T8Yoz8eYCQRJBaw+MqrG9imzrFkHXN2Hqftkau2SIRsNjZO4w9M84WzHr9yxwh+0wAki/BbBgOxALv6IxwdS7JrIEq16RLxmdimzhfOrXNtu8pKrk7L9ZjLVBiMBdg1EMFpe3SHfQRtk2TIovoa9Rbwpv0clqFhGzpL2errXs+UmmyVGoS6b18L+7+M5XrtG02lnge2oeMqj7ancNoCJmGf9QMJJd7OdduCyW2zfOHORLwfcJk+KVv5XzNASNMFkCK9QGe2ezApu3WnJpmH15KddCUtTryGDaF+2Zm3W9LMZlgCeE5dgK62LTyBPy69GRc/L1bo2audJsf2jUFWHPolAYfEiFjat6qo7BU5T3JSMqJIH+rqV9E0U67ZCnSaFVNyP6V1OV92F9z1N0Uie+oPpGRl+ODIr0r2pWkiENB14U5cB9JXZJxvuF9UXF67Y6uegZnPyGecqpSwiisyr/7Yrwun0m5K5/fBj8hnnv0XEuyHjsPi09C7T0QIoR4pBRaW5b52PCxZ5tw3OzNe7sTb8R5UcZ12IEmhrhPrO4iz+By+He8BOrb3kf6OGONLwm+1W5CcQE9fRKFQ9TxedZt2qwldk7iBXrKOhc/0iAcMKk2X80U/R30h2u02bluh/F347SAUDBaqAAAgAElEQVS0XOnFSc/iNYpSGvTH6NJKPHZwgHSxQV/ML/0Z8YD0eYRs7pjsYr1QozdUwrN0NmtNgj6TUt3BdV0azRbLVSHHj4zGeXwmjduRrob95o2mw7DPvEEa15ouG4U6S9najfeaus6Li9tcSZdouIpkyObde/o4Od5Fqb5Jse6iazDRE2LsTUpWPWGfAI3GDYlMMmQR8pk/NQ1938/am4pxYa0IIJ37IZv9qTgX1gv0Rf34TJ1Dw/Hb7tm9AyZv9wr3S6ZRyUi/QmFZBhn5xdUVdOnUXj8vJZ5GUSSx+SXJKJKTQjjPfbMT1NJioujUpQRlhaTJMTfXsSLxgW3JbjzcJ8DUtUOIbqcmZZq1lyULMmwBhOSYqJECSVEnqbYARzkt0tVGSc6xcRZt+A4pX5U2JDvq2y/vX35BMpHSqlxb16T0gux8rwAfdVQgLjPby+tiGml2xAm1nIBJsyTeYq1OGUkzJCOyQxLAWxXJ0vLzApz1nBw7tyglsK2LcPDjks1NvAuCKVGqBRJyr9ebEHMLMPUw2rlP4Q2dwNM1GrUSlXoF268IjN2Fu/QcVnlJvMpSRySjyy0IAI/eA7NfRO18BBVJ4XXvxpn9OrbPD7mrhHe9j8Dqd1Ds4PE1hd/S+dkDA+wbPIK582G89XMEdj2I6RTh1SdRnovWvRPdU3iJKTYvPkfgzmmmvBXuTykK22ncxSAb3j6GhkbQNI2RZJAHd/dRzBskY930qS2abputUoNo9wCvlP34fSZOW7F/KELANlnJ1fCZOiNdQXoj0kjX9hRNp03ANgjYBt1h3w0g0TVwPQ/L0Km22hzqahNVOYqbVSYndvDQdB/lpkMsYNEb9b+ptblp6BwejvHQdB8X14sEbINYwGakK0TPj6A7/cdt7eiN8AtHhvjmpQy5aot9g1EGYgH2DUUJWjJiORW//Uw23wGTt3vl5iVw++Oy27eCErR1XVxh189K2Wv6Z26aBr74SfGfsjpzOl75LxJgd7xHRr9e/YaQzZsz0qC38xHJbHLzIpvt2Sng05K6Ps/+K9nlX3eXjY+KEEAhQXjP+1HXCe/dPyvNjblrku0EuwVY1s9LqSk2guYLiqy3vCnXkZhA5RYRv6tt4TPy1wRcJh4QfqW0Js8g0i8S4+q2SHrrOXnPvp+Xa8aTEtn1EbbRIdm5J8aFoEcHw5CSXjUr54wOiNCgti2fCfeCFZbML9wtfIjpk+bM3EInm6tCu4Vu+VGVLJpZp62CeIEunKtfxt2awx+NowUS8pmBA5KVldcE5Efvko58D+rODIE7fgPKaZQvSnXpFOVKH1OhOvPRY2yUmpy9VuC+nTvwHf0NGLwAy0/h2iHMHe/Bu/QVWD2DfuRXKDkQT02Sn3uO1NrLFHJpjIl3MZ9vk1k4h3rorzAymMIydI6OJin3RdBTH6F85RmuLiySGB1jK3mU5Q2DD08niHakqbah0Re1CVgmyc5r6/ka59eKbBYb9Eb9HB9LcnQswYX1IvNbVYKWwfSA+Fo9mMxjXnkCp15GC/vZLB3nJbWX9bJHKh7ggV29+CJvXv6NBX186OgQlwajrBfqDMQC7BmIYOgaTbd9Ww/Z+lEvy9Q5OJxgbypGodai5XrEQ/Ztb5t/e1/dj/tq1aR3opqRso1uCz+x493SdJdbEDNGFJz6D3DkV0QivOt9Uvo5+9/gpU/Krl21RaE1dFQCsWFJkG6WJQO43pl++g/h5T+C+KAonJplKUvllzrzU+6X3X3blUxg/F2QW0BbP4NKHZbvPfN/IeW3DBz6qGQveksyhcSwgNnFz3WCuRJ7krv+NqqwdLMHBnWzV6S0JhlSZFAyDacmjYrVLVFmhXqF7wjGJftoliQjMwNSZqwXYe/PyT1f/qpwPW1Xsqy+AyKpLqdF5JA6IqW7xChgSDnOa4sKLn2xMzSqSyzkqxlIjKHHhvEVVgkpjU0zxVC4H3d9FkezsGPDwj0pTxoak2OozfNoyfGOhb2HufYSWu4SWmkVFR1G6znMYMxmc3uZkf7DbJTAMHT8poHWvw/XCtFe+CaN7as0w8Mkj/46plPGiwyAa+FYAdzFM2ilNNValcDlbzK4/xe5PDtDeGWeghdgV38Un2WI/NQ/TtnqxY1u0qrrNMoO90xpDMYDDCeCnFst8NzVbVptD0PXODwSZ6I7xJOzGTaLDQbifnKVFk9cTPPogQEe3T/ASqGOhmQnuUIBe+UZmvWySIlVm7VXn2XsUIpVFWM1X+flazneu/d7j4NNhGzumpShWg2nzYW1Ihc3SuhoHBiOsbs/+lPl6PtWyzR0uiM/PlYs74DJ27ncxs0+FaUkkIFkGcVOOQh1k9iu5wVwsldg9KQAQHlTyjzhXlF0FVaET7E60xYNS8pEmSsSXAcOSvd3clLAYOFbcq78ws1Rr1MPCdld24LMVfHY6p3u9GvMS7C+9h3hdWY+Byd/W3b+Ky9JQJ5/UgCgWe4op/JgBWRuSHkDGmXU8B3S36EboiJrVeTv2S9L5qRpUoIyfDKbvrwuYBAflYwmf01AdcfDMr0QBICCXXKs7GUhxCO9IhbIXIa+3QLU9ZyU3ZwGDB8TMIyPyqz6Rh78SbTFp1H7PoSKpHAKq5RDYwS6osz5xmmFjxHub2D4AW0ACosYQyfwWjW0Wg49NoIXHaV+9VvYu9+HFx0CAzy3QUmPUUns5drMDFPjY1zx+blzwseh4RhB26CtoKiF8MwQ+UqTQHuNQnkNn8+HuuN+ns3FKTz1n3ho3I+jxAal3XYxVZOAbVBvNFlYL2EaOntSN3m4/kQI0xxkfqtCd8QlYBvEAxblhsML87kbneltT7FeqHNupcAzV7NYhsbsps4dE910hSyKDYdDIwn6YgFKDYewz6QWrFJdLgAQ8Zl4ngIUZquIrsXwFKwXGjJ06hbOwPWWS77mYJs63R1LltnNEs9cvWlW8eRsBtvQmR746Rip+5O43gGTt3P5otKwl750E1R8YQnEvrCADdzs+PZcCej7PwhLz8vUvMWnZQe87xckKLZbEtQjfQIYG+cki/FFZGc/+xUBnma144B7jwRaNAj2SBBOTki/RPpSZ4xwCxqOjKb12qjqFrh1NDMgPENkQEb4pi/Ijl83Javo3y+7fisIKDnvXX8Loik03UZd/irMzchnRu7oyIpnxZW3WRKQ88cEBCoZse0fOo42+aDcz9Bx1KUvw5UvSynMsOQ5eo74cyXH5d7cBhz+JQG1s/9NbNhD3fIMlCMKvGvPwsFfhnoOT3kwdAK1eZF270HWFi7y8koJz9MYeiDFRnQ/8Uad9PY8uxI6+tgutNVLeDNfALdBLJagdSxF2Z9CqTCBE38dy1A086tU9QSF/Da9qRHU8B0cDvVzcaPACwvbXE6XOTnWxcyGw2MHPsyg+x/R84t4dpT68EnOVpOsVmBqaJRKNMxo/xD62hKl9StYvhC+YBgi/URti6XtKj1hHz2vMRGsttqcWsrjtIXz0IDjY8kbc0qur6jfJFdtcWg4xmaxycxGkc3iKh89MULDaeOzDMa6b5LprXCKZnoYt5IlZBtkKy0KDQ/XjuN1fq3jQQv7FlnFWr7GU5e3yFaa+EyDQyNxDg/Hubheft37lILL6fItwWS9UGd+q0LL9RjrFqL/f0TJVGu6XNooUaiJ+m1vfxTf22iPr5RiJV9nKVtF12C8O8TgT1DD5vVlfOITn/jLvoYf2frkJz/5id/6rd/60Z1Q77j9rr8ivltOTTKH1CEJvNkrncZAQ3bhgS7pabDCkjV4rvS5TL1bAubMZ2/OLNmak11/904ZdZu+KGR3LQvXXhCp7OAhGL5DzgUCCqnDkhGgCwiV0wJkmi7XtXkerVFAa5al6XLPByRLSF8Q4t7zhIyvbQsgKCV26W5nQqBuSyA//ynpH0kdFJLdF5NzJMYBTUA2M9sZ7HRQvs4vodW2BTBCXSivDaf/E6CEbwn3iuzXtOVar35DSlDlTZj5vADnQsdyprYt/TeLT4uh5sznIZRAcxu46Ut4ThNn6CQzCyu0Ww22Sk1arstmYJIzeR+p8T1Cdvfsom0GqGcWicaS+CwDJh7ATo6gTT1IObYbf8845+o9OFYEe/MM4co1YvEEa9YYn54RFVSt1eYzp9e4ulXhg4f6cTfOEwgnoXsHeu8u6nqE7fAu/KEY+2ItjNkvEsm9SsRsEzvxS2y1fPim3kXV38ufvbzKtVyN7WqTRNBG1yRgnV0psFFsvu5XsNxw6An7KNYdgrbBVG+YrXKTJy5m2Ko06Yn48Hfmuk/0hFnO1ugK26/rKzEsH75QjEB1HUO5mLaP9sARzrvDVB0I2Qbv2tlDIvR6Mr3ptvnGxQybpQYKMXpcL9QZ7QqxUapTqr9eWjwQ8zPVG3nda2v5Ol84t8Zyrk661GQuXSEWMOn5Acs/zabLn59Z459+6SKfP7vOt2YzxEI2030hdP3tKbEtbFX58vl1VvN11gsyP6Yv5v+x8u36J//kn2x84hOf+OT3es87mcnbvYorQih375Qg1ywJ6T5yh4BCJdMxEmwIAb3+ipDxC09JecewZGe/831C5F/+ioDLwV+U4Bruv9kMufBtIaz3PCZA5Hli+9K9S5RfzQoUl4U/aLfET0spIe83zkgpbPdjoiazggJk1y3z93xABALFVXlt8n7x/CosSQbWKApXYRjC4VhBOZcVkOtwatKbUtuGb/8zuPd/hkf/b9k+t105h24JkT+wH23opICYFRCw84Wha2dHXtwZ2RvsdAC3W3L89CVxBlh9sePO7Aj4aIYMmqoX8XY8TJMAWv8+1pfnKOa3qDbbuJ7CivWx5IQZDEPf5lO0tmfJ11tMDHQTPPgo61sZzEg3PQMj+BJ9RO0g1/fRI5UKV5//CvV8hnjI4sLsq4wNbjPY9TN8Z6XCbx8O8WBS51q5hlfdQstcIqfabFdbXNooUWm6+A4OEY7GKW2+jBZMUQ2miIWDtMqb1FLv58mlGudXr/HePb1EAzbRgMXTVzKU6g5oMN4dZq1Qoytk47fkv7Zl6hwYjpKttuiJ2FxNV7icLhGwdHK1Fs/NbXH/zl7u39VLtekwl6nQE7WJ+N8QsHt2SYm0liNgBRiwuzlZFqPInrDvlo7C5bpLtvJ6cPMUbJYaHByKs1Fo3FCO2eatS1xzW5UbPRcAbaU4t1JgR2/kB+JXLqXL/P5Tc/LMkDnx/+/T8+weiHJgKP59H++tllKKc6uFG9kiiJvwpfUiIz9h7snvgMkPstqO8Bum/609ugrLUhJ67WqWxdgx25lHbkdEseUPg9MUTiKQkE7zek462UPdsPtR+M6/FutzTRc/q8qWBE471OE4Piug4DZFNqxpnamDKXn9lT+Wz5g+MaEcOirXaAaEKK/lheAfv1dKYdvzAjTLLwhgBZNikeKLwtBJWHpaGvniwzLrQzOgvImK9AswzT8p3eY9u2D0brTUYVQ5LYKCZ/+lgIuGDPBqljtBq0+62hsF6S3Jdjruy2vyfLomRbyw+JRcgy8iPw9fSDKj4opwMZWMNDHGRySbajdRFz4HLY92q0ZP334GElFW0tsUPJvl8EFqBT932tsE05doeWIh/tLcGinnLI3pD2L5/Ix0x+ENncd9VpksZRxDo9JwCVgm7VqB6QmHUbJsP/+nxG2IOtDXfx8Vfxyrsc3MepFSXSYT2oZOs7SNoTzKns2pTItjAR+FTBp/skChqtMTsbmWq1FplrmwWiSVCHBsNMGTsxkypRb7UzGeX9hmR1+EqN/i4FCMwXiQjxwbYma9yLVslYWtKpWGS9hvMt0fo9Jss38oygvz20QCFi1XkauK5Hd2s8zlTem+3jMQZaR7CoAQMBX43rLegM8gaBuvc9IFmY8y2RPm0YMpFrYq6LrGVE+Y4VsE1+YtvMKarof3PZyTtqtNynWHoG125sDfLIkV6g7F+uvNErNlef/bsZTidWB4fdVa3/3aj/t6B0y+31VOC6ld2hAwGTkp/SJvliLHh2U3/9oV7BJb+8qGkOeJUZGqdu+QjEIhQdwflZKOFZLmxf4DUhKqZjo2Jztg5ZQE0t49ctz8onAiqU4jYGJMvnftOckiAombY4ETo5ItNAriy7XrfXL+sXukzFbNyrGXnpOSlx2Gptnpl1kTMOjZCWP3yfGdpnA+waQ8p2pWekBC3SIYuPI11D1/B23nI6hn/4WARyAukuRLXxSQqGbkPLUcWs8U6vF/dJPEL67D8V+XCY073yPHTV+Q7CU+JhxS9qp4mikXdJ+ApdtECwlfpBkGASeLq4bJvPDHNJtNhu//TV4sTvPcYoHhhMGgVSYaMMmUWySCNt1hH41KlrDeZP/YLfxCAJ/lZ7QnStRvUqw7FOoOStMYjlpcPPMMfs3DZ5pE/Ab1lXPEJ45TXdxG1zT8lkEo3suZUpCpSIuWp9gqN9E18DVzRBsVzMIMH+4KkY7s4/eeXGHfUIyW53F+tYDT9ogGTJ65usWx0TgHBmMMd4Vw3DYvLuQ4u1Lg4HCciN9irVBnJVej7SmylSYNp81jB1N87cImtqHz7r39pEsNbAOeubrFf33hGo4HPWGbSxslPnx0+JbzSPLVFtWWS9hn3nDKDdkmJyeSPDm7RasDKJM9IQYT0nw53h1ivPvWjY7X10RPiEsbJV47KmS6P4LPMshXm6wWGrhtj/6on4F4gIvrRZ65mqXWmW9/fDzJkZHEDY4lGbLpjfrIlG5mTIOJwA/V3fe1S9c1pgcipEs33Zg1YFf/T17X/ztg8v2stiM77fySfH29NBVMStC+1erbL6aNxVVASZYQ7pUsoVkSxVN8ROzNnaqcI3VEsg/VlmAe1AQ4WlUxN2yWpeQU7hdQGD4mQTQ6IKql0buEiLdDknUUVyWruT6V8HpG1T3VGaq1Jeda/LbYq1QywlvklyUzum7K2KrK5/Kdxsu0J8eyA8KLmD55Jk5DekO8tgCbPyolvrYjAOOLSZOkUxNwQ5P7HL5DsiC3hgolYeOC3Et5UzKevr1y73ZA+JaHPiElO18UunegzACaUxfgaZal72blFPjjqGoaJh5Am/smmlqF2jZdWhk36Meaf5wP3H2Iu3dN4zN1+huKC/PPsZStogBL15nePcJK3WRny6XqtLEM/fWusJE+4mMH8eZfxmkron4Ls28XNU/Hr1qMdgWpNl3qLRfPU/hi/ei77mPSPcNiM0I6tpfnLrtUB4LcN3YElXuWXTEXL78G4w+RXZ1HNSsMT8DOviF8hoGp6+iaxvJ2lePjXZh6jbVCg32DUTwF5zueXNVWm6cvb3FoJE4sYBEPWqRLTVxP4bgeR0YSKE8R9ltowNGRJOdWi3zzUoZk2I9laFxYK6JrGvPZ6uvARCnFhbUSzy9kqTbbhH0m9+7ovlGymu6PkgjabFdbHSsX/y37JTxPsZKvsVlsELANRpJB4kGbsa4QD0738txclnLTZf9gjJ19EbbKDb58fpN8TTzCfKbOQ7t7eXYue8OGv+l6vDC/zWD8ZpPfnv4wf/fhnfz+t+ZYyQt/8zcemGLvYOy7rumHtXb3R3BcT2TQGuwfjDHZ8w6Y/HSvel6kr69dniu78DcDk1CXKLEqGUTx1CdWJ+H+TnPhE52GwnuEPHeaEjjv+J/gyuMSnBMjUOx4bzWKEjzRO010aVF0eY6om+79uzLXpGtKrreRl6A6/6TMNsnP3wS/3LXOPbQlcwgkO9YvXTJ/Xrc6Wc5hAQIQYEmMSqZUXO14h00Kz+KPSeBXrvSG9HZmqJTWpexmR8FzUJkLaKunUIlxIdavcxvBHginBMj8MQFIhVzX9WednITosFzf878Pu96LGj6J16pBNYu+/AKackEzUPU89O1Ge+HfSYY0dAx14jfRA1F85/47KA+vdy+llkNmu0A7HmO8O0A2l6LVtQctfwbVdrEiSZbCR9AMgxeXcixu1fCUx/6hOAeH4lK7NyyMyQfpSYzB5jXa7Shb1hDFeoORVD+ZbIZi3WUg5qfm6bxa8rPY6mPvHUfZvLzFU5czHBtL8uB0D5fcfnrvHqfHWENrFqGwRYAGVtDCLM0xERtkvtiiL+qj3HDoiwWot1zumOwiU24QC3RxbrXwul/DatOl3Va8ulbkoek+qi1XpieGfFz3OOmJ2hwdSfDCYo7PvrLKeqFBvuYw3RdhqjdMuel+1yySrXKTZ65u3ShlVZouT1/ZojfqIxmSElN/LEB/7Ht3bM+sl/jW5Qz1lvAsAdvkPXv6meoN4SlFLCBTIa9t1wBFyGfdABIQ4FjKVik3XPTXlLVcT1FqOKSQ85umyWMHB5nqDVOsOcRDFtP9bx+QAARsk5MTXewfjKFp8vVP4vrJvKu3a5n+jgXI60lF7DdJ1V0HCovSG+KPSWC2gyK3nXiXjJ3VOoqsrcuS8UQ7IGPY0vTYLMtuPjkqpSQ7BGjSszJ0/OY8+Gjq5ihYt9HpWTHBjgkA+qPCRRz6uJTQmuWONFmTUppuSLnLA4YPQfaicBT9+27ORc/NS8msti2cTc+0ZAbFZSHoDZ9kJ8GkdIxjyr1qCAdy70fg4hcBTea7r5xCtarS4zJ6N2gKTBPSi3ItQ8eluTM+LFyIUtAzjVo/I535Q8fxoiO0HYfqqU9hpF8lOP0gRkP6XgidhI3ztNMX0A0fKr8swoZQPxg+VKsqMzyiQyzXLS6tpzujV00uRu4itn8nuucy1wqyuGbw66MB5rNVKk2HeMjmSrpMPGjdVCD5QjCwn/P5XmY2SvRHTbYbNo3EHXjb36QnXMf0h7gWPcZ3FhRXt9Y5213gw0eH2DUQYT1f48JakYFYgHUnQb2+zK7GPLlqi2ylScRvYVgau1IJrlWKxAImiYAlIFJqsllqkEoGmewJcnmzAohaaq0gx53oDjLVE+GFhW10Hca6QuzojfDVC5uU6g49UT8tVzGXrlBquET9FhvFBmdXC+wbjKGpFpM9r/9dLzWc7+JEaq02pbpDMnRrTkUpxXalRcNtEw9YaLrG6Ws53LbHSr7OVln+f032hMlVmyxlq7yGv2Y93yDsd6k0HHRd60xv1Gi6Cp+hsVlqkqu1MHWNvqj/hvfYa9fugbcXQG61btWD85O03vTuNE0bATJKqYYmDNZfAY4gc9j/QCnlvtlnf2KXPyrDlOaelB08QHxIylS3WmsvizT1OlkY7pMsJdQtwbhREqJ77glpZKxkBQDO/omoslpVCaRdd3b4le2Oe68nAd6piy16aVXKaaN3CXczcFiygVZnBG49L5Jcw4KLX5Jgb1pyrLYj19+qSsYT6ZMArjzJFnILUpYzAwJWzbKU4FDSTd8sikps64oIAgYPQzWLNvMFVKRXgM4XlmPVC52Jk51nd+jjEvQj/QIec9+AravyfArLcn13/o7wIu1OQ2ZpDV03cSfuo17K0zr/JWL7HyGgGmjxAdq5JZzevVh2AF21YfFpGc1r2ih/HAprqNg47dQx3I0ZGsk9LPU8QJkwEb/Dq6tFTkwkeHWjiqYFb5SFHp2I8tJSju/MZ6m3PMJ+k519Eca6GjfARClFq8NftD1FptwkFrB4YauXvXs+wniXxjNLVVbLIS6uF1kr1Dm/WmT3QJS5TIWvz6TZPxhlo9Dg7qkekj17qF25TKFWJeK3MA2DUtcBzmw0ODAYIxnyMdIVYC5dZqPUYKInzGDMT7bicHgkzuMX02xXmrxyLY8GzKYr9EZ9/NLJERquRyJo8+enV7mwXsQydS5ulJnsCaFrYvBYbjhM90fIVlp0R2we2tPHxBscfoO2ialDoe7S6JT/ukL2m+6+3bbH6eU8r1zL03A8EkGLOya6aHuKutMmV72ZbdRaLlG/iYdisFOmarTahIMWjtvm4noJTdfojfgYTAToidhE/DHOLF+j0uFMDg7FbzmS9Var4bhc2axwJVMmbJvsHYzdUhTwzrr1+l5Q+RXgROffvwtMAp8DHgSOA3/17b2023SlDsuuuLwhRHFi9NaKrnpBdu2vVZ1U0rLDH9gvdf3uKdnNVzPCdTSrsrPPzAo/UN4QO5buHR3bkR4pc1XS8h4rIOBWm5CmQuVI5jDxgBhCLr8k/MWeDwiYDB+XLKK8Cb5BGDwq4oHlF4TzMGzIzgpYBpPyvXpBQOvyV0Ti6zYkuzL9EvSTk3Jvdgie/mdyT4c+Bo0cWvYyyvJLKWvP+1F2CO06L+RUUaunULFBsaav52HltCjaFp8WJdlGZ+aIHUPzmnKNrtihtDNXKbz4aaxgjNr6JWxdp4GF7uk08hlcw0/v7nvRwv20GxW8cB+m8nBio1SabVTqXopDj/HNfA8XFwzqzibvPzRIvSW8xgPTvVxNV5jLlHn/pEnKeZXJ2mUeGDDJRPfw6WsWs5slHpzu5fRSjkK9xWK2huN69Mf8HBmNsbJdJ+gz2Nkb4en5LC2rm5ezTdpevdMRbuCpNrlKC8dVnBxL8PC4zbC7jL9wnqh/guLUo9SNi4T8beie4t++6LBS2LpRNnpguoep7hBDiRDXOrPcgz6De6d6eP+hFKcWJQvpjfg5v1rg8Zk0IVvnX37kIP/mWwucXS2gFJi6DL1aLdQZSgTpi9awDZ1Sw+HoaII9A1GiPuO77FL6on7GusJ85pUVGo6HbegcODKIbXBLz631YoMX53M3GimLdYer6TK7+iP4LYOtcpPNYgPL0OgO+4gFTCZ7ImTLDZquR8g2qTYkK7lvupezy3nKDZfBeICdfRGevJThvfsHaHsKQ9co1x0Wtqp/oSbBM8sFXli4Oax1cbvKzx0eZOAtSnTvLFnfC0x0pVSt8++HgeNKKQ/4E03Tzr39l3abLt0Ql93k2Pd+X7slf9643Lr8HUvBwY+KJXo0JUF68IhkLLVt8bFyGpIJWAHpS1l4SgDK8EnmEO6X7GPxGelibzsyAhddSme9eyXjiQ5L2SmYkAmLy8+LIurFTwofcYzcWa8AACAASURBVPiXJGh/7X+FRkUAaf20lJnaLckkundJ/wgKGS0cEV6kY66o7LBkF24TtpcgOSENiJUMaDoq1AfxEdThX0Hbuiz3lLkEXROo9Kuw471o1bSo5HwRIeIjKQh0oXkZGLoTvv0vhAPa8W4MBVakByecQtcNnOwCNS2C7tYwzAzmjndzyp3i8J1/B2/2q6hGkWrXNOXQNLXENKcz0PB18ZmLq+zojbBZavLKcp4Hd/WQLTdZy9dZzFa5f9RPV/4M3qXPUsms4bY9kskBfmHfb/PFrT5y1SbbVYeXl3Is5+S/S1fIJuwzeWTfAPGAQaHa4r37+knF/BTrLb5wbh3X8/CZBn1RG9PQaSvFz++L0z7/GV5ZnCMetGk6z3Pirvt4xt2LVjNwlxRz2U1MQ6PuuIRtk0rdxTB0PnVqhXJDigWZcpPeSID9QzEcV1x/Ty3l6Iv4+T8eG6StJGuKB20CloHT9tB1mXVS7sxur7baLGxV6Iv62dUf4dJGmccOfbeSrdxwqLZcHj2QouV6aMDZ5Ty6ptFw2pwYTzLxGrI5X23dABIN2NknSqetShPPU+wdiDKaDNIX89MX9qHpGqu5CoW6g6lpN2aqgIahady/qxcNGO0OErQNKi2XwhvmpDveW8twy3WHmfXS615rOB4rudpfCpgopdgsNciWW/gtnYFY4LYb0/vG9b2ubkXTtAeVUk8CS8i89Wuapt1esyJv1xVIiuJqe/7ma9fNGa+v/gPCY2iGBHg0yQ72/YKQ0r6I/AnEJcDXc9Jz4YvC3p8Xk8hyRvgT3ZKsJXNReJT8kmRNyXEZMhVMCNiU18U9N9LXmSeP9In075fxvVe+BuEBkTzXtgVQ0jOw6xGRMecXBKiGT4gU+fpgp2ZVXp96EJZflOzt4MdkhIXbpN0ooVUyaJqJNn6vZEfJMdiYAbdG+9R/Rt/5bvTCipTcwn3CyVz9eudh6eA1pcu/3YJgL43YJPVmE9/KOcK7f5bo5kVquTX0WApt8BA1LcrC4M8yOnSSQj5Luq7xnQ2Dc8sQtjx+YTLP399bxrN1ntBtbEPnwnqJHb1h5rcqZMoNAk4ZrbFMLb+JqWto6DjFDP35l7h77GMU6w6GprGar1NtuuSqLQxN1E8jySCTvWG2yi3sRputcos7xruwDZ3nF0RldGQ0wexGmaGEn2Q7y/PzV/AZBoYuwXhx5jQ/c88B/p9TFVLxAHtTotQqNxyGu4JM9YVYLzRuAIlt6vRGfMyly+zsD7NZrPNvnrzKZqnJvlSUgG0QDVhslRvcNdnFQqZMoSGS3lRndz+YCPLzhwc5s5JnqySZwj07uknFAuRrLZpOm0TQxmcZ1FptNovS4d72PGY3yzRdj8MjCTTgxYVtIj7zhu1LxG/eGGsymPQzt1Xh82fWiAUtLF3jyEiSPakoT1zaZPjIEF+7sNHheDSOjCQYsgP4LIOwX5GttKh0BnRND0QJ2Ca7+yM8/5rswtA1xt9i+JZSCtfzCPvMG8/x5ve+v//2P6x1JV3miUuZG5LqoUSA9+7tJ/oWXfNO22Oj0GC70iRoGwzEA2/5mR/W+l5g8teAP9Y07RNAETiradoZIAH8vR/Btf14L8OUcpNuCU9ghyRAx4ZuvkfTOh5bYzddfP1R6fQurwOaqMGGT940fOzZLUCTXxKQsIKSldgRKVFphoBWuylZzOAxOUZlS2ahu02xj4/0y7Xopkh0W9VOz8wBKW3pttwDmnAeS8+Lc2+4T0putbwcc89jIkPOzQu3EuqR889+BeUPo/kTaP4oxu5B1PYc+voraLsegUYBr7CKCiRww/2owgpOsB/f8d/GWHxSSmvNsnA2d/9dGeU7eExe3/0o5tJzDCWDNBs6+tYiXnSIdDtGM+FRrNToKtVIpGwme6K4KsKnXvV4fj5Lsd4gEbD4xZEN2ueep11v4Xjw2Ngh1Mi7ObfRoFh3CFgGG8UGbWVguDJ1MB60aDoeroKo0ebwYIjPXCh2pLJimeJ6Ck8pdE2j3fGb2tEfZi5dAdPg9HKBI8MxxntCFKstCjXhN5IhG7uepzfix9Q1Kk2Z0piv1hky4chInD2pGF88t87MWhHHUwwlgvRHA6TLTQbjAXrCFu9JNenxlqgqm/W1Nk/OlokFbLrDfqYHIvzn55bYPRCl1nIpN10+dnKE2c0yqViAyd4wQwk/Z5fzZKsNLF3n0Eic4WSQkG1yZjnP6Wt5Gq5HT9jmvp29RAMmsaBFoeZQa7XxlJL9SbHBy9fywrlUmzfAJBUPsCcV5dJGibBt8vjMNfyW0eFoXL5xaZPxnhBHRpKs5Ot88fzGjWN+9cIGHz85SixgUm/dVJUNJgI3BnMdGI6j6xqzm2X8ps7B4Tij34P3WC/UObOcJ1tpYegwnAiwmq+jELnxXwZnUm+5vLSYvwEkAKv5Osu5GvveQsJ8YbXI7KY4KgQtg96Ynzsnugj7335A+V5g8r8A/zuQB3YAfwisAqc65a531lutcI/wFc2ScAzWLfyEymlYeEaCv6ZL9lFcg8Mf7zT0+YRUr+clyFt+WJuRz1bS0mVeL0gW4dQlmA+fEGuR7h2ilNJ0yXy2F4Rs1zTpErdD8n4rcFORZgXkz/VV2+5Me9wvst38ghw7lBTVmdfGO/gxNN0EO4D2/7f35tGRXeeB3+/Wq33fUdiXRqP3ZjfZ3EmRFEmJomRRsiRbdo6tGU+iOI5y4uRMju1RTuKM/xnN2JnjnLFnRmM7sT2yTI9tjWSRNkVtlGSS4tLslb0BvQBoLAWgUPte7+aPW0AD6EJvQAPo5v2dUwdV79169dWrh/u9+60TJ5ADTyG8iWZTqwZYbVhC/UqGQKcysc2ehY4DVOL3cObiOAlHJ7ZiEVIXce94XpnHaiV4+NeUvyc7BY37rmTh73ge68S7WIHq0Ic5894/UsqlkVLSEAZpxxMMRjw4bAayVsdtN5jOVjAsgsc7JfmRN7gn4STjNChVGwTLI5RqBwEvhkVwb2+Io+MZRgp2DgYHCHrd2EQdj92O1Rsml9jHy2dzZMt1zs8UGIx7mc5WmpWBJXs7A8zkykS9DmwWCx/Zk+BSqojbbjAQ9xP3O5jLV7EIZU75xnuXeaIrRigcJTU3i8dupWHW6Nu2g4tlD6cm54j7nHSH3HQEXZhSsivh58W3x/j0vV1si3l4xDeBf/h7/GQkiSlh7/Y+BkLP8E7DZH9XgHcvzauJWUiiXgfHxtL0BN08MRTjx8OzHB6bx5SwrVmW5VBfmMupElJCoVrnwkwBiaRhmkxlK7x9cY57e0PsTPhIZitMZ0skcxU6Ai7eb5aIeefSPHs7A4vRU06bwRNDMZUrkle1xRbCjRvSpFhtYLdakCacmEzjtqvVj5QSKeHibIGP72vHZTPoj3rwOg2EsHB6KktH0EVXyMUD/REOdAexCHHNHunpYpV/ODFJqWoSdFsXw4iH2nw0mqHfm9GEqlwzr2qJDFyVub+S4WSOs9M5krkKtUaDXFnQkJLpXGXTlck54HeBduBF4OtSyiO3UxghxL8BfgaoAiPAP5VSpluMuwjkgAZQl1Ieup1yrQmLRSmF1agVrpSmX9DRZk0pIP8Sk1igR/V2Dw+qzo25Seh6QJm8tj2p7uKj29VnzV1QOSV9j6qVTzmrHP+gjjvwZLP2V0Zls/c+qhRfK6rFK7kvR/9C5XpEBlWhxbG3YPYMcvw9hCcCB34JWS8iLvxA+ZakgN2fgG1PN0uc2JRz3RNTBQ6nT+KI7qCvM4Elsg3H4OM4qakw6pWKt1qAc68rs14lo1ZBvnZoNKhUyrgHHoZLhxFWJ/XOQxzOheioNgij7pJNU/Ls7jZOTWbp9kGnT00y2+NehpMFMsUqXuocDFXZFQHhCVOudXNuOs9M+BA7H/ciR36A1e4kHz/E38728aPxOQ50B3HZDPoibvZ1BknlyzjtVtx2gyOjaXrCbvwuGwd6QhzoCS37SgsTVapQwWM3eD9jsOvQZ7Gf+wmyOMdQxzZc2x6mXHbzq08EePXUNG+cn2O+UOWhbRHevqhWCflyjae3+/GefJnhuRymVOauiYkJDnbN87W6HavFQt2UdIddhDx2hqfzSKAr7Oa7p6YZS5U4PZXFbjW4NFvgkcEoR8cy3NsT5D++NkLNlJyezPKhoRie5gSfctv4s9cvYrFYsFhgMOblk/vb+cZ7l0k1/RZ+p5WJjMpSX5jYF6oSex1Wdnf4OT6eoW5KHFaDWEwVnswUq/icNqJeB9lyjXLNxCJgb1eA0bkCZ5IFSlXleHfblSI4P5Pn3t4QOxJ+7DfQbCuZqyAQ+JxW3htNKwXc6Wd/l5+u8LUz828nPqeVRMDJhdnC4jYhIOFvcTPapGFKLs0VGZ0vUqrWMSwWLBaJKSFfvj2lYlayqjKRUv4+8PtCiF7g88D/K4RwAl8H/lJKefY2yPMq8FtSyroQ4ivAb6FWSK14Sko5u8q+OwdnQJmqasUr26zO5T3jQZWX3/Np5YOp5mHwmaZSuQzjbynTU9cDauXQdVCZhKJDS47nVYqklFYKZ9/n1GQc26lMXqvK51dK7ch/vpJfY/fA2VeUCW92GMOsUcsmMWQNce5VpDuCafdidfnVykugVkujb6igAYtV+YY678MwrIQOfEoFIbRauUEzsODH6lj1isrJmTsP+z4LqdM47CGcbR/iaNfPUjUFc5kGTptYdFhOZsp4HFaOjWc42BvEEzAww9twkMRpM+iLuskZEdxM0zl7kkDWRLjDPJN4Apc9yMlslSnPgzz41FNcmklzOGnyo/EkAEfG0tzXE6Q75MawCibSJY5dTlFrmDyxI872Ni/bVlTCXUnY4+DDzeztY1kf/bt/lp6glc5oEIfNyjaUXd/vstERcDFXqDKVLnExVeChgQgzuQoPddoIeQTnAIdNTdqFah2znONXHjvE2HyRJ4dinEvmGU6qPBKv3YpFqF4kyjwH1bpJta6isnxOK2+cnyNVrOFzWrEIwevDc3x0b4KGWeeloxNEfQ6qddWn3CrUii7idWC3GbhsBkG3jZjP3rJkfNTn4JP3dCyuGoNuGw/1RxhLFSjXTO7rCWEBLqfViqcr5GJHwsfxceUoz5brhGsmyXyBc9N5Qm47XqeVvqjnhjo3WoRaKX3r6OXFci0TmRI7E75NVSZWw8LD2yLK/5Ep47Ba2N8dvGZhyOHpLBdn89QbJg1TIqWJ2zCwGYLQbSoVc5Xc1xsgpbwEfAX4ihDiIPAnwP8JrHufTSnld5a8fBP47Hp/xpbDE1VO65EfKiVh90Df48o3sRJ3WD2WEuqD/Z9TGd7SVJN2sGv5GKsdeh6GUy81ExrTynzWfo/yp1wLZ6BZDqX52mJTq5nMmFKCUiIE2IWJWS1ArYQQYA11K4Vh1pS5SojFPBEqeSWTM6gc/+F+tX81KrlmBQGaqziLilK79DrkJrCVc0TKBXyRz3AqpZLYHhuMXKkR5VAT4WcOxHGlTmGeOkJ/1Irh6yeZS5EIOwh23Kuc/bU5KOShkKRNwLO7/xvyppWAy4YpYXg4i4UrVl4BtAWcvHUxxdh8kcl0GafNoCfsYjZfwe+yt0yaW8lg3Eci4CJfqeNzWvGsyNMQQjAQ89KQkr87MkG53uDDO+MEXDYaUuL1h7BGt9EZnFqs1CssBhcbEbpCLh7fHqFcM3np+BR2qwWHVbXkncyoplZOu4EA3HaDar2hSrd5bIzM5Ah7VJmVwbiX8fkSAaeVrqCTy+kiF2YLdIfdjM+XcDf7yA9EPWSajmyXzeBAd6hlB8Za3cRqsbCnI8C+TkFX2MVgzEuhEqTaMMmV64s9TLrDbjwOKz84nVx8f9xr551LytmeK9fJlGpkyzUOdAfpXqEMcuWaCsc2VICCxSJoDziZSJeW1f2KeOycny3w4EB0TT1T1kqb38knD3QwX6hht4pVE0ABqrUGZ6fzHBlLU6yatAecGFZ17jsCrg3z+1z3KhdC2IDnUKuTp4HXgP/rNssFKo/lxVX2SeA7QggJ/Ecp5TXr7G95EvvUBF3JqdyV603wKwl0LXfstyI6BPf4lCPfsKvxrhvMAg50Nnugl5f0EzmoikoGu2AqDRYDiyei+tZ729RnQDMarakA2/YopZefVq+dAeg6dG1FAiqvxeFXpi7DoV6nRlS4dGoEIQTueprH2+rs6O0l4LIRNtMwfg6A7e4OLrptbDNHuHzmFUwpOZxq0OabJHrfp8h27SaYO6sahRWWLHarRXw7fwZfoJNaw2R0roDfZaVYrRPzOZjJVegMuUhmK8R9Do6MpZFAqaZKy1ssgktzBcIe+w31rvA6rKsqnnSxyk+GZzk6lmZHm5dd7T6Gk3l6wm7u6w3hctig9xG6azUathNMFyRG9/0UIwMYQvBf3p0g6rVTrjY41BfCalgYnSuSLlZ5YCDMkdF5BuJeSpUGB3viVOsmB3uClCoN3r6YwpSqGm+toQIN5otVEgE3w8nCYlJgodqgM+hme9zHRLqMKSWJgJO2Vcwzp6eyfO+0iliaL1YpVxt87v5uhtp85Mp1/ubwGDaLmkhPT+bY1e4j5LEvFmmM+h2kRmaJep3saPPhc1qxGRaK1eX+htFUke+dmiZdrGEzBPu6gjzUH8bjsDEY93I5U6JYqeN32Zrl+40bTnS8nTisBonA9e/ZzyVz/OEPRxiZyVM3JXbDws/f343fZaM/5rlmK+X15FoZ8M8CvwB8HHgL+Evgi1LKwmrvuRGEEN8FWtlVviyl/GZzzJdRtSC+tsphHpVSTggh4sCrQojTUsofrfJ5XwS+CNDTs0qm+lag1apjvfG3L/fD3PD7upQySo8qZ74nrkrD+BJqdREaUMqpWoYnfkNNytWCUhYDT6qwZFB+jn2fVf4es6Hef63vLKVaAeWm1Ofnkyqp0xVWOTnVohoT6EQ4/HisUoWBpsdUKf6qulRdNjfP7fgkqeMnmS1UqNZVL/RcpU5u+H0Gu+4laDFUSf5lmIv+rFOTWX5wOonXaSXssfPMrjg+p42Y187p6TyNhknYY2+a1Azm8lXmChX2dAT4m8PjfGRXW8tquzdCpd7g5eOTfPvYJA1Tcmw8w75OPwd7gtzTHSC+MFm7Q7j2vUB/76O4iia5hh13XfKDM0kMiwWPw2Ao4eO1s0liXlVw0W03eGpHjEe2RSnXGjhtBl6nQcBpJ+Zz4HXYmEiXOJvM47QaHOoN8PrILDVT8sI9neTKNcq1Bj6nlWd3tdEecGI1LC37m4BaIQwn8+TKNd69lKZcazCVKTGVreCyGRwdS4OUnJnKcT6Zx++y8+dvXMLrtLEj4eX5fR34Y1amshV6Qm4O9Ybxu2z89MIcqUKNnpCLBwfCSCkRQlCpN/jHczNkSjVMaXJ+tsTRcRWo4XVYVSMwl41oM2vfahHc06UiwkDVNBtLFZktVIl7VcWBhV4x16PeMJnNV2iYEPWqUOrbwblknnyljt2wAMrMdXQ8zbO72+i7Tlj0enKts/IvgL8A/rmUcuV/2S0jpXzmWvuFEF8APgE8LWXrKG8p5UTzb1II8Q1Upn5LZdJctXwV4NChQ5sUNb5BVApqdeP0qhXOeuH0w65PqnDkWlGZl9KXVGl8f4fy5dhczbpcEbViqObVasLhvfpY1+sBs8D0+3D275XPxOqC+A6VgOnwqITHi6+rVZ3do1ZAC6bBySOLigSAWhH7zDFc/ggxrwObYUEC1XoDm82uCgM6gspEOP6WMhfavdD7KBJBpljh/Iw6XrZUJ1uq47BauLfHyf7uEA6ble+dmuKhbRF+eDpJtWFSrjV4amecYrVOpljjjfNzfMrvpFxXJUPshoWYz3HNaKMFktkK55K5Zt0wxYmJLEMJP/nK8sKLxVqD75yvcmG2gN9pJZmrMJ0r8/TOOOeSBU5NpumPeCnVGgwlfDzQF76mknNYLbxwsJMjo2nG54vM5itUG5Ko185kpsTn7+8mmVeK4OFtkWXfR0rJfLM8SshjZ75Y5ehYmkypRsznYC5fYSJTwhCCgMvGdLbM5fkSvWE3p6dyRLwOvnNyikrdpFqoMl+scWEmz6fv7eIJtx2vw8DlsPLnr1+iWGngsRs0JLx1IcVAzEub30mupKo0R712zkzlifuc+J0NfnwuiSEslGoNusNurBaB32VjZ5uPoNu2WBrntbMznJm60mJ4X6efJ3fEr/u75ct1fnxuhuFknoZU5WCe2hEn6rt2D5hbwZRKWdUapur1YkpCbtuGN9+6lgP+qY0UBEAI8RzK4f7Ekuz7lWM8qOz8XPP5R4B/uYFibk1mh1WEVikNTh/0P6HCgtcLp0+Vgbn0ujJ3CYvK5k+PKjPVvp9r5qVwcwpjNWolVeZloVpxvaSUi79TNdByhZUpLT2qAgq6H7oSkVaav/p4pQwk7kdY3mZkJketYdIW8tM7dK/q9ueNqVDnyID6TMNOsVLl9KyFtyfHmc1X2NHmZzpXplpX/7TlZh7AQMxDtR7n9FSWTx9UGea5cp1ipUGqoOSfL1QZmy/y2tkZ0sUaVotgV7uPx7ZHr3una0qJ3TCwGRZqDfWZUoIhuMp8NpUpL0YBVeomUZ+dkZkc5ZrJ37yrIvpG50oMtfnIV+rLIoQK1TrJZt+NmE8VSEwEnJyeylGo1nl3dJ4nhuKEPGrierA/QtjjIBFw4rJbl/kY8pU6b12Y4+yUKoN/qC/I68Nz/PW7YzQkdIXc/Pz93Yy8nSfitXMumafaMIn5HFyYVZn32XJtsZy8lJKAy06+0qBWNxcT8dp8DkIeGzarwGk1cNospIs1ktkyEY+ddLHCbKHK3x2dIFOqYTUs9Ibd/Mw97XztzUs8sSPOD04n+cIjvbw/keP8TB6vw8a+rgBdQRfnppf3qj81mWNPR4D264QMj8zkOT2Vw2zWHBtJ5gm4bDy7u23dzU57O/zsbPdhNSwUK3WcNoPP3NdNT2Rjgwi2Wn7+vwMcKNMVwJtSyl8VQnQAfySlfB5oA77R3G8F/kJK+Q+bJfCWoDivoqsqzXIQxRSc+47yvXhWCfm95c9qsUgtZVSUlbGOl1O9sjzCbfGz5lXOiTRVRJtZVysiyxITQmyHytVZSmwHI/Uo+W2foD10BmmxUg4N8d1JN7/YZ1N+mJ6HVWXmSp66O8oF//3845hqTSulZCSZZV9XgLPTBSwWsZgoZzMs7OsKsCPhRQIjzaKNSwm4bZyZyi2W+qibkuOXs/SEPQwlWkd75St1JtMl8pU6B3uCCCQnJ3NU6yb9UQ+7En7iK+50l1bwVcrExb09Ic41e5sYFoHLbpDMVTgymub5fe0EXTbG5oucnsoyOV+mZkpiXjs72wNcmM0zmSmRCDj50oe38//94wXylQbdYRdvX0pxoDtIrlzjwkyBiNfOwZ4Q+7uCnJnKcnQsA4AFFVH39yemFqv/js8XOTqW5hce7OHsdI6aKdnV7uf0VJbukBuXzUJvxM1g3EsyVyERcOK0WvA6rcsaWXkcVtoDLorVOuPpEhfnCgghuDhXwJRwYSbH2HwRq6EqCriFIFuuUao2qDcNH51BF2+OpBiZLTAU92IzTN65OI9z0FjmnF/43SqN66fZjc8XKVbrXJwrUCg3MCwCi4BHBiN4Heub89Ef8/L5+3v56YU5yjWTfZ1+HhjY+EIlW0qZSCkHV9k+ATzffH4euGcj5drylOavKJIFqgU18a+3Mgn2qvIrSwn1qsl4PXH4VYJl8v0r2xpV1cPlvf8MmMpvs+2Zqz87vkcpuOSp5utd0LaHy6eyvJePUhYhStUGlXGTfZ0SY6FLZqhXme2qBVIVK99/dwJTSnrCbs5MZ5XfwGZlT4ePnojnKjPCQm5Db8TDzoSPc9PKxBFw27i3J7QsEmmBmXyFIa5WJrlyjdfOJilWTCRKmT24LUoi4MTntHNfb4i+Fl0Kox47TptlsVXsRLrE3k4/xUqDN0dmsRmWRRNNIuBEYPLt45O8cyFFW8BJ0GWjUqnjtFl56dgEVkNVD37nQopPHOgk4XcqJeV1kC5WefHtUQIuO8cvZ9iV8JMt1wm6Va/5K+fFQipfpW6ay1ZXb19M8eGdcT5zXycvvj3GsfE0NsOCYREMxHwcHk3x6YNd/PRCikqtTlfIxcf2JpaZiqJeBwd7Q3zn+BST6TJCwH09QVKFKmemchzqDTGVKTMY9xLzOjGlpFJvMJuvsr8ryFRzBZMq1LAIJesCJsqvkl+SQBhyKyf99UgEHLinDHYl/GRKVUZTRWqmJFWorrsysRkq039nwkdDypbNxzaCLaVMNLeI1dksobIkOcliLM9kXy+ig6r68OQJtSoIdStfw3ou3ecvqQx5d0g57UsZFUEWaIYkm83vOXtO+Un6H1/+focXtj+rWvZKlJNfCNqDVYZnbHgcVuoNic0QbIv7mo7LJoYNXEFkrYwQgqjHztsXU1ycLbCr3YfPZWUyW6Ev6mU1B5zHYeXpXXFVaLFhEvE4cNhU3kahutzHEfG2npguzxeZy9f48bkZcmUVLvzR3Qk+c2+X6oi4yvmO+Z08u7uNn55PkSvXifnt7OkIqI6IE1Hl4AZiPjsf25vg7QvzalXhsfP68BxjqQL7ugL88LRq1qV6hcC2uI9zU1m6wi4KFZWlfm46T7pYJei2U641ODGRIehRDvu4TwUjAJTrJn0xD4ZFLNa/qjZM9nQE2B73EPU52d8VwrBYMIRACIHLbuFXHutnOqNqijltBu1BJ6EVIbJCCA71hkDKxWKP5brJXL7KRLrEiNuG227l+HiGrpAbi4CYz8G9vUEup0scHc2wtzPA0bEMboexLNnRa7fy7O423jw/S7pYJ+y188hAZHmHzRbU6ibZUp3TUzlGU0X6ox4eHYzRF3EzmS7Tc5tyWG6Xg/9G0crkbsDXpkJ1x99uVqYTqle89xYit1pRrwJSmZNsLpXRntivStJ7ImoCBElrOgAAIABJREFUXi9SF1U/lXoFVZssBtufUSuis69c7Q+ZG75amYDyuaRHVW0vZwjadjPUFmEiraoBG0LQ5newq93PiYks6WKVhN9JT9iNw2YQ9TrYmfAxX6xxcU4pkplcheOXsxgWwYWZPC8c7ORAd+jqz0atUrpWlD1/eFuUV9+fJl+pYxGqYm7PKqXRM+U6r51JEvM5eKg/jMtmYDNUZ0MV+WQBVLmQmM+xzF8xGPfRFXIt9l2xNZXlFz80wKVZ1RCsI+Qk4LLxxvkUFgE2q4XRlPK1FCsNJHB0PM3H97dTrDbwu2x47AYBl42JTJnpbJlCtc6BnhBnptSquNYwyZfrlKoNBJLpbAmnzSDgslNvmPzKYwO8elL1mu+Pefilh3rpCKmJ9UNDMXrCbpK5MnGfk76IB6/TSm/k6kCS+UKFiXSZhpQk/E7ifidRr4PT5JjJV6nWTWoNE8NiYXxeJSE6bRYuzRV5dDDKpw52sj3uJV2s8eyuBFKaDMZ9/PjczOKKrjus8jP8LhvtQady8K9QNqsxOl/kjfNzWA1BR9BJqdYgU6ySdduu62tZSa1ucilVYCpTxue00Rtx37Z+9WtFK5O7AYuhEh1DfaqWliukmmpZ1zjJN2qqYvDlw6oMfds+6LhHKRRvfF1Ev4rkySWdLKXq9TJ1TPV/cbVw6rfK3pdS+T7G37mybfYs/n2f47m9CZK5CqYEn8Pg+6eTjKZKi8MO9YV4bFAlrD2yLcqZ6RztASedITfHxjOLJiJTwjsX5xmIevC7buyfuy/q4bP3dTFXqGC3GrT5HKveTRpCEPM56Aqp3vH1hkmlYTI6X8JhFbx8YopCuU5vxMOudj+Pbo8uS3R02qysvIGOeh3N8u2KSq2B225QqSmbvsNqoVI3Ec2790KlgViScfHgQISg28Z7o2kcVkHC7yDud/LGyOyizO1BJ/PFGjO5Cod6w5RrJgMxD9vbvEQ8du7vDVGqN0j4ncsS8bwOa7OI4bVzn5LZMi8dmyTdrFPlthk8sztOMlchX67jdhhEvXaSuQqPDEZ4fyLLxTnlz9nbEeBgT4ihNmVWDHnshJomq24g7nMwm69gt1poD7oWz6fDatxQRv0Ck5ky6WKNw6Np5vIVBJAqVOmNeLAbN7eCPzw6zxvn5xarFycCDj6xv+O6q6PNQCuTuwWrHSLb1GO9mBtWq4GFmmHnf6BqjXU/cO33rQWHX+WU1EpqxSOlcuynL6nV1vyoUphwpYHXSopzzd4rV6jkZjHnRrF3hRdXDMPJ3DJFAnB8XNn+oz4HboeVvR0BPrI7wWSmtKhI/E4rHoeVSs2kXDPx38TN5tIJ7Fq0B5wc7A4ynatQqpm8P5nlvbE03UEXDw1GmctVSRWq+F02Tk5kSQSc7O+6Rg24FjhsBvf3hXj1/WkiXgedQRemhJ6wB59TlS8Pum1IVMTQUJsPh82gJ+ymUmvw5oU5/u7oBC8c6CRfqTPU5iPus3NkLIMpYWy+hEWo+mcxn4oa64+tLWT99FRuUZEAeJ1W/ubwZawWgSklc4UKA1EvP3+omwszeS7OFhdL0DdMSdRnZ3y+iMNqIep1LDMXxpurnLXic1i5PF8iX66pMHSpfF6Fav2msuoXQqmXJkhMZSpcTpfYmdDKRLNAZlzd8Rfn1OSZ2Lf2cNr1ZubMFUWywNRx6Lh3fSO3QOWlTB6HY3+l2h0HulSvl+h2le0+d16FJu/5WSjOqPd4E1cSIpcizcVGFA1TNRmazpaxBtKMzU/yyGCEkMexrMT3ArWGueggBmX+eXx7lNNTOY6Op7EbBmGPHZthIe53EHTfnn/q9oCLvpiHdKnGRLrE98/MYAG2xTy8dmaGNr8TwyIWv8Pl+dJNKxNQpjavw0aqUOZ/eHKQ01Mqn6U77OaB/jAhtw0pWUziA+WncNqtPLotSnuzVljYbSPgtPHmhZQKFbYZZEuqxMnKdPJMscZsoYLNsNDmd9zUXX+6uLzhnM2wcGoyy96OAIbFQsCl8lmqDZO93UEQgrPTOdx2g8G4jx+dmSFVrKmWvt1BHugLY7NeP9fnZugMuugMqsrJ9YaJy2HlUF+Y8fkSMZ+TbKnG+dk8uXKdNp+DwbgXi+VqGWp1k2qLyLEFU9xWQyuTzSCfhBPfUBMoqAzvUgp2fFzd+W8kuWnl7C5nVY2s8DZVEgWUj2Qlhn19ne0LTJ5U/Vfmhpv94jNQmAOkKsNSzsDEESVffNe1j+WOqO+SPEWmVGUsVcRwesgZUc4m81itFj6yu42I17Es8glUTaTwipWD16misWyGhXcupijXTOJ+B49vj96QDf1WsFgEPSE3k+kSPzw7g92wUDeVTyLidTBfqBD02Bcn4ugqGefXQwhBZ8hFZ0gtr+7rC1GpmaqJVfN3Xu3ntlkNdiTUDVAyq0J/z0xlifudpItVXDaD9oBrWRn3y/NFXjk5RaZURwgYiHp4amf8hs02fREPIzPLi3AE3bZlyk5KZYb02K08OBDh3p4QtYbJN49cqWZcqZu8fTFFR9BFf4uouLUQ8dr52L4E3WEX882conPTOX7xoV5MafJXb1/m+6enMaVy8v/yI308sePqqMuQ20570MXo3JUQ+YXaYlsRrUw2g+zEFUWywOwwdM/ePl9EKwozytldalb5nzqunNl9j6rX8V0qvHbBh2ExVN94yzpPoPWqcpQXZtXM5fCqjPb0qEpWtLpQ/dlQSvd6WAxVxsXpp3juGK5EJ+X2ezmZcQGqFWu+XKetGfn01gUV+dTmd/LwtnBLP4bFIrinO0h/zEOl1iDgst02RbJAIuBiIOqjO+Ti5OUMdsNCMlvliaE4F+YKqpaX00p7wMFgfH0mxJv1Dyxw/HKGVEGF2750bJLxdFGZw+omw8kcXSEXDVPy0wspMqW6MvtUGhwdT9MTca8ayFCoqlybSl1FxQ3GvaQKVU5NZZFSlWXf3REgv6RDYpvfQXRJlJzNaiFdqi4mkC4gJczlK+uuTIQQ7OkIMDZXYi5XpVgz+ejeBA/2RziXzPO9U9OLkYD5ap1vHhlnZ8JL24r2wDarhSe2R3nDmGMyXcbtsHJ/X4j2wNpNcbcDrUw2gw0qvHZd0mNXFAkAUt39J/aqulqhPtj7GZg9o2ppRbar3I5bpZJTZj2jWQxyYRW2oJwCXaqcCaj/dLtPRXHVy80DCNUO+EZwBWHbh8k79nP0UpZUqs5CTzeX3cDeLNM+GPfRHXJTqjXwOqzXLZPhd9q4yrN9m7BYBPu7A3ze7CFdrDGZKRN02zCBLz01iBACqyFI+J0b0vzoWkxly1iEqiNWbZjNjpEWfE4bZ6by3NMdxGaxkCqoaKvRVJFUoYIEEn4XfRE3QffyO+5cucar709zqXln7rBaeHpXG0/siLG3y0+9IYn5nAwlvBweTZPMlukIujjQE7wq18LtsOJxGlQLy01Et6ulbdzv5LP3dzHbbIAW9zmwWw3SxepVIeUz+SrZcp22FrEHUZ+T5/d1kCvXcNosN1wXbDPYupLdzfg7lH+kvCTRMLbjxifK9aJevXqbWVcthBcI9arHWpm/pPrLlzKqj0qoW5ms/B3NFc9B1Wyr9zFl7jJN2Pk8BHpVO2KLDToPqB4uN0Es5IPR/KIT02aovISld98Om7HpMfqrIYTgvr4wvxNyMZoqYrNY6Aq7Fh3aG82Cv8NqUaHVC5NbX8TDXK7K0pkysMSfJKVS4lGvg3PTucUy+QBOm4Vj4xk+NLR8VT46V1xUJKBMU2+OzFKo1Hjp+BT5co2HBiI8vj3Gx/YmqDZUH5ZWOTgeu5WHBiJ8/1RyMWJtqE2FUN8u3HYrPeHlU2zc78RmEdSWpNb3RdzEfKsHZRgWsWXDgZeilclm4InB7k+pkNfirOr53rZ74/0lgU7lA2ksUSrhARVavJ7UK3Dhh6rsS6hX1fc6/qIKOhh4UoU1x3ao5MvshNrmCqk6WbUSdOxX+3yJmzaxRTwOPnmgg7H5EpVag0TASecmtGK9GRqmpNKs4LvgC0gEXCQCmyN3sVpnPl+lXGtwbibLqckCQigF8nSzevKeDr8KuTZNgi4bCIg1/TiDcQ9hjx0hBA/0hzkypnKFrBbB/q4AhhBcnC3y8IC5zBmeadEhcDRVZDJT5sRlZfa8OFekZpr83KGe65rndib8hN125gpVXHYLCb8L5wbfRAzFPPzCQ7383ZHLpIs1+qIePneo+6pV2Z2IViabRaBTPTaTYDfs+gSM/VSVc48MqG6N663UyllV3t0dVn6Z1IjaXkqriLZAl3Kyh/vUYylWx7XbHt8AQbf9jrizA+WgfufSPHP5Km1+B4f6wlf1A6nUVbHD9TZtNUxJvWEuW6VNpYu8dXGe756aZjZf4dHBKPd2Bzg8luHCbIGRmQIHuoME3XY+vi/BXKHK7g4/55IqWml73Mvudv/iaqEj6OIT+9rZ3RFAAKVqg+lchaE2L9YVORhtPieCZYsd7FYLs/nlK+o3R1I8taONmM9BvW5yNpljfL6E12FlMO5dFu67XuG/t4rDbuXj+9rZ2+6nVGsQ9TluOXhiq6GVyQed2A7Vj8SsrX99rQUcXmXWE4Yqh7LAQrmX7GWlTD7gZIo1Xnl/mkwz4ihTqpEu1vj0vZ247VZMU3J6KsvhUdUHpD/q4b6+EMEbTJq8FqNzBQ6PpkkXVXLdge4gXqeV96dy/MEPhmnzO9mV8KtGVqUqnUEHl9MVZnLlxWPYrSp6qz3gYld7YLGnCChH93yhisNm0BV2c2oqt6gUfE4rB7qDV5mnusMuHhgIc3QsTbWu/DDxgIM//vGFZeMcNgsL+u/183P88Y/PL1Z03t8V4L99bIC2Lea07l1np/9WQCsTTTNT/jY6cG0uZcoae0uF7RZTql3xQp/7jfYVbVFm8uVFRbJAMldhNl+lJ2xlbL7Id08lF/uaHBvP0DDlmsuaz+RUWO9Cuff5YppcucbjQ1HOTefZ1xmgK+wCyWI3w+1xL3P5uVW7KM7mKhRrDXwOK/PFKq++P02x2sAiYE+nn4/tTZAq1DClJO53tGxLa7caPDwQYajNR62umo+NzRcJum3MNRWR1SJ4ZlcbQbeDVKHCS8cmFhXJwjk6M53dcsrkbkQrE83GEBtSfpDYEJz5BxXRZrGqiLH1zNq/g7FaxFVmHUMIjKaiuJwuLWuQBXBxrkCmVFuTGW86W1lUJAuMpoqUqg3Cbjs9YTflegMhBOlilVpDUq2bPLo9yrZmGf6GKZnOlsmVqySzVY6PZ6g0TOxWQcLvWgyAMCUcH8/SF1m99P5ShBDLzECDcR+//vR23htNky3X2N8dZH+nj+lsiWrdbJmIujIk+FYZSxVVk7KGZFvcS1/Esyy/5YOOViaajcMbU49Qv8pxMWzg61CdEzW0+Z30RNzLIpi2xb2LSWrOFg7mpSXlb5VWb7cIgd0wONAdIFupUS2YNBoSUyg/x6VUkUrdpFJrsKfdz6mpHK+PzJEIOHn52CR+t42ekJt0sc6J8SxP7oxRSl9RWOnirU/wQwk/Q81kybG5An/2xhinJrMEXDY+vCvOa2eSjM0r85vVIuiPrf36Gp0r8O1jk4v9Yk5N5fjonrbFpE2NViaazWBBqWiW4bJbeXpnG+dn8ySzZRIBF0NBE9vMcSil2elqYzTk5MK8MvFYBMq34Vjbv3F7wEXEo6KcFtjV7iPitRP1OUjmKpycyJKrKLNUzZTYhKBSN5nOVqg1MvxkeAabYVA3JcVag1JGrWrcDoNKvbGsooqAG6pPdj0qtTp/+95lXh9RtdomM2WGk3l++eFe/urtcbxOKx/bl2BnfO0trM9M55Y1HmuYkqNjaQbjvpuqt3U3o5WJRrOFCLhtHOxphmZXcvD+t1VyKeAWgo92PsLp+D7SpRrdIRe969CaNei28/y+ds5O55gvVukJe9gW9yz6YYbavOQqdS7OFijXTCqNBiG3g+lshf/w2nmeHIrx1oUUDwyE6Qy6sFstyuTUMPFbbAwlfIshuDZDsLdTtcRdK5fTZY43Q4QXqJsShOB//8ROnHbVhXE9aGU+qzZM5ELLB41WJhrNliUzvqhIAJASV/IIBw/uAff6lt2J+hzLOhguJeZ3sa9T+T/OJ/NY6yrz/s/euMjDA1EOdAep1BtkSzXmCxUeG4zyxvAcTpsFmyF4YqiNbXEv+7uDOK0WYj7nutzNO60WnDYLSwLKAPDYDfpj1/fH3Azb4z6Gk/llbXx3dwTWbGK8m9DKRKO5FSp5SF1Q/Va8bcoPtN6+n1r56m31SuvKBbeZzpAHn8OGx2bl4lyRiUyJZ3a10Rl0Mpsv8/BAhMNj81yYK7C3I8D/9MwgHruVoNtG3OfEYhEE1iGEeSkdITfP7k7w9bdGFx382+NeBtbBR7KS/piHp3e1cWw8Td2U7Onws7t9fRXWnc6WUyZCiN8G/jugWWecfyGlfLnFuOeA3wcM4I+klP9qw4TUfLCpVWD4u1d6zIOqZ7b9ubU3JFuKN351hQJfu0r+3AT8bjv390dwOwxcNoNq3URKKFRVrS2f04bXYaU96GSozbchDZye3RWnI+Dk9FSOmNfJ3i4fHcH1z5eyGRb2dgYYalPtmm+lGObdzpZTJk3+rZTyd1fbKYQwgD8AngXGgbeFEN+SUr6/UQJqPsDkJ1Wvl6UkT6lGXcGra4fN5iucn8mTKdXoCbvpi3hurBaYvwN2PAeX3oBqQZWT6f9Q69YAG4TFItjXFcLrsFKqNRibL1BrmPzFO+PkyzUMIYj7HfzW87t4fl/HTR8/W1LNwGJeR8seHytxO2zc3x/h/v7IrXydm+Z2V4q+k9mqyuR6PAAMSynPAwgh/hJ4AdDKRHP7adSubhpmNtT2FaSLVV46NkmqGSl14nKWhwbCPLztBhI1hVCVAUL9qkaZM7D+Tclukf6Yj0y5RrlW59jlLPlyDSEEFougYcLhS/M8tj2mqizfAPW6yRsX5njlxBS5cp17uoM8tzexrBeKZmuzVb1HXxJCHBNC/IkQolXVwU5giWeS8ea2qxBCfFEI8Y4Q4p2ZmZlWQzSam8MdVe2Fl20Lqaz+FYzPlxYVyQLHL2eu6hh4Texu8ES2jCJZYCjmYzDmxWO3YmkmVzqsFrwOq1p5yZXF1lfn/aksX/3Rec4l80xly7xycoqXj09imluzq6DmajZFmQghviuEONHi8QLw74FtwAFgEvi9Vodosa3llSul/KqU8pCU8lAspnMbNOuAOwQ7P64KVNo9EOyBHR9r2Xa51qLtar0hqTdufKLdqridNg70Bnl2dxvb27yEPDbificDMQ/394Xw34TD/dx0/qrw2yNj80xlWwQhaLYkm3KrI6V85kbGCSH+E/DtFrvGgaXG6S5gYh1E09whTGfLvD+RZa5QoS/iYWfCt7ENosJ9yqdRLYDdu6rjvc3vXMy7WKA77FqXpL2tgMdh57HtUb7i2c97l9KU6w0O9oTY3XEDmeGmCbUiWJ34WiReeuzWDS8Rr7l1tta6GRBCtEspJ5svPw2caDHsbWC7EKIfuAx8HvjFDRJRs8nMF6q8fGySdEn5KMZSypT0zK62ja2VZLWrxzXoCLr46J423r00T6HSoCfs5r7e0IZlTVfrDdVnRELUa7+qA+F6IIRgb2eQvZ030SogOwmjb0JuEtxhHowd4rWYh+Fmf3erRfCRPYmWBSA1W5Mtp0yAfy2EOIAyW10E/nsAIUQHKgT4eSllXQjxJeAVVGjwn0gpT26WwJqNZSpbWlQkC5xL5jnQHdzUXhWrMRj30Rv2UGmYay59cjPkyjV+eCbJ+ZkCplStY5/Z3bZqpd8No1qEs68oRQJQzhAozPG/PPazvDUdJVOqsaPNx552XffqTmLLKRMp5S+tsn0CeH7J65eBq/JPNHc/rfy68iacvZuBzWpZ1kVwIxhJFhhOFhZfJ3MV3r00z8f2JtZUsv5WyZdrWA2BszADuanlOytZomR4ft/ODZdLsz5sOWWi0VyPtoATn9NKrnylV31/VLWG1VxhIlO6att0tky51sB1G8xdq5Ep1Th8KcXITAGH1eDZrjpxYcEil5e9x9hAn5dm3dmqocEazapEPA4+trednQkfMa+DBwfCPDYY03WSVhBvUWsr6nVsePb24UspjoxlyJXrzOYrfH9ckA9sXz4o1Kuy+zV3LHplorkj6Qy56Ay5ME2pGxStwmDcy6VUgbG5EhIIum3c1xva0POVK9UYmSks2zadr3Mp8QD7EgOQuQyeGES337620ZoNQSsTzR2NViSrE3TbeX5vO9PZCg0piXkd+F0ba0qyWQX2FivGEk5ov0c9NHcF2i6g0dzFuOxW+qIetsW8G65IAJw2Kwd7Qouth0H1ke9fhz4smq2FXploNJrbyu4OP16nldFUAZfNoD/qIebbeiHcmrWhlYlGs4kUqyoi7XYkE24VDIugP+qhP6pXI3czd+8VrNFsYcq1OsfGMpyczAKwrzPAvs7AjZWm12i2IFqZaDSbwOmpPP84Mrf4+sfnZnHaDPZ2BjZRKo3m1tEOeI1mg5FScrq5IlnK6ancJkij0awPWploNBuMEAKn/Wpzlsum/x01dy766tVoNoH9nQFsxpVwWYfVwh5t4tLcwWifiUazCfRHPbxwoJMLswWEUK+7QjoDXHPnopWJRrMJCCHoDrvpDmsFork70GYujUaj0awZrUw0Go1Gs2a0MtFoNBrNmtHKRKPRaDRrZks54IUQLwI7mi+DQFpKeaDFuItADmgAdSnloQ0TUqPRaDRXsaWUiZTy5xeeCyF+D8hcY/hTUsrZ2y+VRqPRaK7HllImCwghBPBzwIc3WxaNRqPRXJ+t6jN5HJiWUp5bZb8EviOEeFcI8cUNlEuj0Wg0LdjwlYkQ4rtAosWuL0spv9l8/gvA169xmEellBNCiDjwqhDitJTyR6t83heBLwL09PSsQXKNRqPRrIaQUm62DMsQQliBy8B9UsrxGxj/20BeSvm71xt76NAh+c4776xdSI1Go/kAIYR493qBTlvRzPUMcHo1RSKE8AghfAvPgY8AJzZQPo1Go9GsYCsqk8+zwsQlhOgQQrzcfNkG/EQIcRR4C3hJSvkPGyyjRqPRaJaw5aK5pJT/pMW2CeD55vPzwD0bLJZGo9ForsFWXJloNBqN5g5DKxONRqPRrBmtTDQajUazZrQy0Wg0Gs2a0cpEo9FoNGtGKxONRqPRrBmtTDQajUazZrQy0Wg0Gs2a2XJJixqNZovTqEN+GswGeKJgd2+2RJotgFYmGo3mxqnmYeQHkDytlImvHXY8B762zZZMs8loM5dGo7lxZodh6gSYdUBCbgJG3wDT3GzJNJuMViYajebGyVy+elt2AurFjZdFs6XQZi6N5oNAPgnlDNg94E2A5RbvI72xq7e5I2A41yaf5o5HKxON5m5n8qjyc9RKYNih50HofgiMW/j3j2yH2XOQHlWvHT7oucVjae4q9BWg0dzNFFNw/kdKkQA0qnDpDQj2QrD75o/nDsHuT0F+UkV1eePgDq+vzJo7Eq1MNJq7mUpORWAtxaxDJXvrx3R4wDG4Nrk0dx3aAa/R3M04fGD3Lt9msYLDvznyaO5atDLRaO5m3GEY+BDYXOq1YYfeh1V+iEazjmgzl0Zzt9N+j1Ie5QzYPOBbQzSXRrMKm3JFCSE+J4Q4KYQwhRCHVuz7LSHEsBDijBDio6u8v18I8VMhxDkhxItCCPvGSK7R3KF44xDdDoEOrUg0t4XNuqpOAD8L/GjpRiHEbuDzwB7gOeAPhRBGi/d/Bfi3UsrtwDzwz26vuBqNRqO5FpuiTKSUp6SUZ1rsegH4SyllRUp5ARgGHlg6QAghgA8Df93c9KfAp26nvBqNRqO5NlttvdsJjC15Pd7ctpQIkJZS1q8xRqPRaDQbyG1zwAshvgskWuz6spTym6u9rcU2eQtjlsrxReCLAD09PasN02g0Gs0auG3KREr5zC28bRxYmpbbBUysGDMLBIUQ1ubqpNWYpXJ8FfgqwKFDh1ZVOhqNRqO5dbaametbwOeFEA4hRD+wHXhr6QAppQR+AHy2uekLwGorHY1Go9FsAJsVGvxpIcQ48DDwkhDiFQAp5Ungr4D3gX8A/kcpZaP5npeFEB3NQ/wG8L8KIYZRPpQ/3ujvoNFoNJorCHWj/8Hg0KFD8p133tlsMTQajeaOQgjxrpTy0LXGbDUzl0aj0WjuQLQy0WjWSjkLxTndulbzgUbX5tJobpV6FS6/C5cPq7Lu4X7ofxxcoc2WTKPZcPTKRKO5VVIjcP411RukVoTpkzD6082WSqPZFLQy0WhulfmLXJUvmzoPlXyr0RrNXY1WJhrNrdKqwZTNo3qGaDQfMLQy0Whulej25f4RwwY994NVKxPNBw/tgNdobhVvHPZ9FtKjUK9AoBMC3dd/n0ZzF6KViUazFjxR9dBoPuBoM5dGo9Fo1oxWJhqNRqNZM1qZaDQajWbNaGWi0Wg0mjWjlYlGo9Fo1oxWJhqNRqNZMx+ofiZCiBng0iq7o6iWwHcSd6LMoOXeSO5EmeHOlPtOlBluTO5eKWXsWgM+UMrkWggh3rle85etxp0oM2i5N5I7UWa4M+W+E2WG9ZNbm7k0Go1Gs2a0MtFoNBrNmtHK5Apf3WwBboE7UWbQcm8kd6LMcGfKfSfKDOskt/aZaDQajWbN6JWJRqPRaNbMB1aZCCF+WwhxWQhxpPl4fpVxzwkhzgghhoUQv7nRcq6Q5d8IIU4LIY4JIb4hhAiuMu6iEOJ483u9s9FyLpHjmudOCOEQQrzY3P9TIUTfxku5TJ5uIcQPhBCnhBAnhRD/c4sxTwohMkuum/9jM2RdyfV+c6H4f5rn+pgQ4t7NkHOFTDuWnMcjQoisEOLXV4zZEudbCPEnQoikEOLEkm1hIcSrQohzzb+hVd77heaYc0KIL2yyzLepB4o7AAAFSklEQVRvDpFSfiAfwG8D//w6YwxgBBgA7MBRYPcmyvwRwNp8/hXgK6uMuwhEN/n8XvfcAb8G/Ifm888DL26yzO3Avc3nPuBsC5mfBL69mXLeym8OPA/8PSCAh4CfbrbMLa6XKVQ+w5Y738CHgHuBE0u2/WvgN5vPf7PV/yMQBs43/4aaz0ObKPNtm0M+sCuTG+QBYFhKeV5KWQX+Enhhs4SRUn5HSllvvnwT6NosWW6AGzl3LwB/2nz+18DTQgixgTIuQ0o5KaU83HyeA04BnZslzzrzAvBnUvEmEBRCtG+2UEt4GhiRUq6WVLypSCl/BKRWbF56/f4p8KkWb/0o8KqUMiWlnAdeBZ67bYIuoZXMt3MO+aArky81l3t/ssoStRMYW/J6nK0zufwK6k6zFRL4jhDiXSHEFzdQpqXcyLlbHNO8wDNAZEOkuw5Nk9tB4Kctdj8shDgqhPh7IcSeDRVsda73m2/laxnUyvTrq+zbiucboE1KOQnqRgSItxizlc/7us4hd3WnRSHEd4FEi11fBv498Duok/Y7wO+hTu6yQ7R4720Nf7uWzFLKbzbHfBmoA19b5TCPSiknhBBx4FUhxOnmXcpGciPnbsPP740ghPACfwP8upQyu2L3YZQpJt/0s/1XYPtGy9iC6/3mW/JcAwgh7MAngd9qsXurnu8bZUue99sxh9zVykRK+cyNjBNC/Cfg2y12jQNLm3p3ARPrINqqXE/mpgPvE8DTsmncbHGMiebfpBDiGyiT00Yrkxs5dwtjxoUQViDA1aaEDUUIYUMpkq9JKf925f6lykVK+bIQ4g+FEFEp5abWZLqB33zDr+Wb4GPAYSnl9ModW/V8N5kWQrRLKSebJsNkizHjKL/PAl3ADzdAtlW5XXPIB9bMtcJe/GngRIthbwPbhRD9zbunzwPf2gj5WiGEeA74DeCTUsriKmM8QgjfwnOUw63Vd7vd3Mi5+xawEN3yWeD7q13cG0HTX/PHwCkp5f+9ypjEgl9HCPEA6n9obuOkbCnTjfzm3wJ+uRnV9RCQWTDRbAF+gVVMXFvxfC9h6fX7BeCbLca8AnxECBFqmtI/0ty2KdzWOWQjogq24gP4c+A4cAx1UbQ3t3cALy8Z9zwqqmcEZWraTJmHUfbXI83HQiTUosyo6KmjzcfJzZS51bkD/mXzQgZwAv+l+b3eAgY2+fw+hjJBHFtyjp8HfhX41eaYLzXP61GUA/ORzZT5Wr/5CrkF8AfN3+I4cGiz5W7K5UYph8CSbVvufKOU3SRQQ602/hnKv/c94Fzzb7g59hDwR0ve+yvNa3wY+KebLPNtm0N0BrxGo9Fo1swH1syl0Wg0mvVDKxONRqPRrBmtTDQajUazZrQy0Wg0Gs2a0cpEo9FoNGtGKxONZgMRQvxQCPHRFdt+XQjxh83nfqGqWf+7zZFQo7k1tDLRaDaWr6MSOJeytC7V7wCvbahEGs06oJWJRrOx/DXwCSGEAxYLSnYAPxFC3Ae0Ad/ZNOk0mltEKxONZgORUs6hsv0XypB/HngRlaH+e8D/tkmiaTRrQisTjWbjWWrqWjBx/RqqnMXYqu/SaLYwupyKRrPBNEvcn0etTr4updwhhPga8DhgAl5Ud8o/lFJuaqtojeZG0cpEo9kEhBB/BQwB/1VK+dsr9v0TVCHGL22CaBrNLaHNXBrN5vB14B5UO2ON5o5Hr0w0Go1Gs2b0ykSj0Wg0a0YrE41Go9GsGa1MNBqNRrNmtDLRaDQazZrRykSj0Wg0a0YrE41Go9GsGa1MNBqNRrNmtDLRaDQazZr5/wE7tzskuLgdvwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(X.V4, X.V6, y, alpha=.5, legend=False)\n",
    "# plt.savefig(\"distribution.png\", dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.over_sampling import SMOTE, ADASYN, SMOTENC\n",
    "X_resampled, y_resampled = SMOTE(sampling_strategy='minority').fit_resample(X, y)\n",
    "X_resampled, y_resampled = SMOTE(sampling_strategy={\"Fraud\":1000}).fit_resample(X, y)\n",
    "X_resampled = pd.DataFrame(X_resampled, columns=X.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(X_resampled.V4, X_resampled.V6, y_resampled, alpha=.5, legend=False)\n",
    "# plt.savefig(\"resampled.png\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Creating New Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>satisfaction_level</th>\n",
       "      <th>last_evaluation</th>\n",
       "      <th>number_project</th>\n",
       "      <th>average_montly_hours</th>\n",
       "      <th>time_spend_company</th>\n",
       "      <th>Work_accident</th>\n",
       "      <th>left</th>\n",
       "      <th>promotion_last_5years</th>\n",
       "      <th>sales</th>\n",
       "      <th>salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.38</td>\n",
       "      <td>0.53</td>\n",
       "      <td>2</td>\n",
       "      <td>157</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.80</td>\n",
       "      <td>0.86</td>\n",
       "      <td>5</td>\n",
       "      <td>262</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.11</td>\n",
       "      <td>0.88</td>\n",
       "      <td>7</td>\n",
       "      <td>272</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.72</td>\n",
       "      <td>0.87</td>\n",
       "      <td>5</td>\n",
       "      <td>223</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.37</td>\n",
       "      <td>0.52</td>\n",
       "      <td>2</td>\n",
       "      <td>159</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>sales</td>\n",
       "      <td>low</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   satisfaction_level  last_evaluation  number_project  average_montly_hours  \\\n",
       "0                0.38             0.53               2                   157   \n",
       "1                0.80             0.86               5                   262   \n",
       "2                0.11             0.88               7                   272   \n",
       "3                0.72             0.87               5                   223   \n",
       "4                0.37             0.52               2                   159   \n",
       "\n",
       "   time_spend_company  Work_accident  left  promotion_last_5years  sales  \\\n",
       "0                   3              0     1                      0  sales   \n",
       "1                   6              0     1                      0  sales   \n",
       "2                   4              0     1                      0  sales   \n",
       "3                   5              0     1                      0  sales   \n",
       "4                   3              0     1                      0  sales   \n",
       "\n",
       "   salary  \n",
       "0     low  \n",
       "1  medium  \n",
       "2  medium  \n",
       "3     low  \n",
       "4     low  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "turnover_df = pd.read_csv('turnover.csv')\n",
    "turnover_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-08-09 10:23:23,030 featuretools.entityset - WARNING    index index not found in dataframe, creating new integer column\n",
      "Built 668 features\n",
      "Elapsed: 00:12 | Remaining: 00:00 | Progress: 100%|██████████████████████████████████████████| Calculated: 11/11 chunks\n"
     ]
    }
   ],
   "source": [
    "import featuretools as ft\n",
    "import pandas as pd\n",
    "\n",
    "# Create Entity\n",
    "turnover_df = pd.read_csv('turnover.csv')\n",
    "es = ft.EntitySet(id = 'Turnover')\n",
    "es.entity_from_dataframe(entity_id = 'hr', dataframe = turnover_df, index = 'index')\n",
    "\n",
    "# Run deep feature synthesis with transformation primitives\n",
    "feature_matrix, feature_defs = ft.dfs(entityset = es, target_entity = 'hr',\n",
    "                                      trans_primitives = ['add_numeric', 'multiply_numeric'], verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>average_montly_hours + last_evaluation</th>\n",
       "      <th>number_project + promotion_last_5years</th>\n",
       "      <th>left + promotion_last_5years</th>\n",
       "      <th>average_montly_hours + Work_accident</th>\n",
       "      <th>last_evaluation + Work_accident</th>\n",
       "      <th>number_project + Work_accident</th>\n",
       "      <th>left + Work_accident</th>\n",
       "      <th>average_montly_hours + promotion_last_5years</th>\n",
       "      <th>satisfaction_level + Work_accident</th>\n",
       "      <th>promotion_last_5years + Work_accident</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>157.53</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>157</td>\n",
       "      <td>0.53</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>157</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>262.86</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>262</td>\n",
       "      <td>0.86</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>262</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>272.88</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>272</td>\n",
       "      <td>0.88</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>272</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>223.87</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>223</td>\n",
       "      <td>0.87</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>223</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>159.52</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>159</td>\n",
       "      <td>0.52</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>159</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       average_montly_hours + last_evaluation  \\\n",
       "index                                           \n",
       "0                                      157.53   \n",
       "1                                      262.86   \n",
       "2                                      272.88   \n",
       "3                                      223.87   \n",
       "4                                      159.52   \n",
       "\n",
       "       number_project + promotion_last_5years  left + promotion_last_5years  \\\n",
       "index                                                                         \n",
       "0                                           2                             1   \n",
       "1                                           5                             1   \n",
       "2                                           7                             1   \n",
       "3                                           5                             1   \n",
       "4                                           2                             1   \n",
       "\n",
       "       average_montly_hours + Work_accident  last_evaluation + Work_accident  \\\n",
       "index                                                                          \n",
       "0                                       157                             0.53   \n",
       "1                                       262                             0.86   \n",
       "2                                       272                             0.88   \n",
       "3                                       223                             0.87   \n",
       "4                                       159                             0.52   \n",
       "\n",
       "       number_project + Work_accident  left + Work_accident  \\\n",
       "index                                                         \n",
       "0                                   2                     1   \n",
       "1                                   5                     1   \n",
       "2                                   7                     1   \n",
       "3                                   5                     1   \n",
       "4                                   2                     1   \n",
       "\n",
       "       average_montly_hours + promotion_last_5years  \\\n",
       "index                                                 \n",
       "0                                               157   \n",
       "1                                               262   \n",
       "2                                               272   \n",
       "3                                               223   \n",
       "4                                               159   \n",
       "\n",
       "       satisfaction_level + Work_accident  \\\n",
       "index                                       \n",
       "0                                    0.38   \n",
       "1                                    0.80   \n",
       "2                                    0.11   \n",
       "3                                    0.72   \n",
       "4                                    0.37   \n",
       "\n",
       "       promotion_last_5years + Work_accident  \n",
       "index                                         \n",
       "0                                          0  \n",
       "1                                          0  \n",
       "2                                          0  \n",
       "3                                          0  \n",
       "4                                          0  "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_matrix[feature_matrix.columns[10:20]].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Handling Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# explicitly require this experimental feature\n",
    "# now you can import normally from sklearn.impute\n",
    "from sklearn.experimental import enable_iterative_imputer  \n",
    "from sklearn.impute import IterativeImputer\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "import pandas as pd\n",
    "\n",
    "# Load data\n",
    "titanic = pd.read_csv(\"titanic.csv\")\n",
    "titanic = titanic.loc[:, ['Pclass', 'Age', 'SibSp', 'Parch', 'Fare']]\n",
    "\n",
    "# Run imputer with a Random Forest estimator\n",
    "imp = IterativeImputer(RandomForestRegressor(), max_iter=10, random_state=0)\n",
    "titanic = pd.DataFrame(imp.fit_transform(titanic), columns=titanic.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Outlier Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23a6f9b92e8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.ensemble import IsolationForest\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "credit_card = pd.read_csv('creditcard_small.csv').drop(\"Class\", 1)\n",
    "clf = IsolationForest(contamination=0.01, behaviour='new')\n",
    "outliers = clf.fit_predict(credit_card)\n",
    "sns.scatterplot(credit_card.V4, credit_card.V2, outliers, palette='Set1', legend=False)\n",
    "# plt.savefig('outliers.png', dpi=300)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
